Threat to trust: A systematic review on Internet of medical things security
The Internet of Medical Things (IoMT) has transformed healthcare by enabling seamless communication among medical devices, supporting real-time monitoring, diagnostics, vital patient data tracking, improved patient care, disease prediction, early warning, and enhanced operational efficiency. Due to...
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| Veröffentlicht in: | Journal of parallel and distributed computing Jg. 206; S. 105172 |
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| Hauptverfasser: | , , , , |
| Format: | Journal Article |
| Sprache: | Englisch |
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Elsevier Inc
01.12.2025
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| ISSN: | 0743-7315 |
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| Abstract | The Internet of Medical Things (IoMT) has transformed healthcare by enabling seamless communication among medical devices, supporting real-time monitoring, diagnostics, vital patient data tracking, improved patient care, disease prediction, early warning, and enhanced operational efficiency. Due to the sensitive nature of health-related data, the adoption of IoMT has raised significant privacy and security concerns, prompting comprehensive evaluation of IoMT security and making it a prime target for cyberattacks such as ransomware, denial-of-service (DoS) attacks, and malware. Securing IoMT requires efficient data processing across distributed systems to ensure both confidentiality and availability. Parallel and distributed computing can address scalability and performance challenges in IoMT security, particularly in enabling real-time monitoring and threat detection across multiple interconnected devices. This survey conducts a systematic literature review (SLR) of IoMT security to analyze key issues, categorize security threats, attack vectors, and vulnerabilities, and examine how emerging technologies such as blockchain, machine learning (ML), and physically unclonable functions (PUF) are strengthening IoMT security. This SLR reviews IoMT security research published between 2020 and 2024 to identify challenges and provide insights for future researchers and developers of new IoMT security models. This SLR offers practitioners and researchers guidance for developing reliable and resilient IoMT security systems in the decentralized healthcare industry.
•A comprehensive overview of IoMT security, addressing issues, attacks, threats, and challenges.•Review the latest IoMT security research published between 2020 and 2024.•Highlight the limitations of current IoMT security research and propose potential solutions.•Providing a clear roadmap for future research and development in IoMT security.•Provide a structured approach for academics to investigate emerging gaps in IoMT security research. |
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| AbstractList | The Internet of Medical Things (IoMT) has transformed healthcare by enabling seamless communication among medical devices, supporting real-time monitoring, diagnostics, vital patient data tracking, improved patient care, disease prediction, early warning, and enhanced operational efficiency. Due to the sensitive nature of health-related data, the adoption of IoMT has raised significant privacy and security concerns, prompting comprehensive evaluation of IoMT security and making it a prime target for cyberattacks such as ransomware, denial-of-service (DoS) attacks, and malware. Securing IoMT requires efficient data processing across distributed systems to ensure both confidentiality and availability. Parallel and distributed computing can address scalability and performance challenges in IoMT security, particularly in enabling real-time monitoring and threat detection across multiple interconnected devices. This survey conducts a systematic literature review (SLR) of IoMT security to analyze key issues, categorize security threats, attack vectors, and vulnerabilities, and examine how emerging technologies such as blockchain, machine learning (ML), and physically unclonable functions (PUF) are strengthening IoMT security. This SLR reviews IoMT security research published between 2020 and 2024 to identify challenges and provide insights for future researchers and developers of new IoMT security models. This SLR offers practitioners and researchers guidance for developing reliable and resilient IoMT security systems in the decentralized healthcare industry.
•A comprehensive overview of IoMT security, addressing issues, attacks, threats, and challenges.•Review the latest IoMT security research published between 2020 and 2024.•Highlight the limitations of current IoMT security research and propose potential solutions.•Providing a clear roadmap for future research and development in IoMT security.•Provide a structured approach for academics to investigate emerging gaps in IoMT security research. |
| ArticleNumber | 105172 |
| Author | Cui, Xiaohui Shammar, Elham Alsamhi, Saeed Hamood Al-qaness, Mohammed A.A. Zahary, Ammar |
| Author_xml | – sequence: 1 givenname: Elham orcidid: 0000-0003-3493-1025 surname: Shammar fullname: Shammar, Elham email: eshammar@whu.edu.cn organization: Key Laboratory of Aerospace Information Security and Trusted Computing, Ministry of Education, School of Cyber Science and Engineering, Wuhan University, Wuhan 430072, China – sequence: 2 givenname: Xiaohui surname: Cui fullname: Cui, Xiaohui email: xcui@whu.edu.cn organization: Key Laboratory of Aerospace Information Security and Trusted Computing, Ministry of Education, School of Cyber Science and Engineering, Wuhan University, Wuhan 430072, China – sequence: 3 givenname: Ammar surname: Zahary fullname: Zahary, Ammar email: zahary@su.edu.ye organization: Department of Information Technology, Faculty of Computer and Information Technology (FCIT), Sana'a University, Sana'a 1247, Yemen – sequence: 4 givenname: Saeed Hamood surname: Alsamhi fullname: Alsamhi, Saeed Hamood email: saeed.alsamhi@insight-centre.org organization: Insight Centre for Data Analytics, University of Galway, Ireland – sequence: 5 givenname: Mohammed A.A. surname: Al-qaness fullname: Al-qaness, Mohammed A.A. email: alqaness@zjnu.edu.cn organization: College of Physics and Electronic Information Engineering, Zhejiang Normal University, Jinhua 321004, China |
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| Cites_doi | 10.1080/28338073.2022.2162202 10.1007/s42979-022-01238-2 10.1109/TII.2022.3172139 10.1109/JIOT.2021.3117762 10.1016/j.ins.2022.10.060 10.3390/math11051197 10.3390/su141710666 10.1109/TII.2021.3126119 10.1155/2022/6096289 10.18535/cmhrj.v5i02.457 10.1016/j.inffus.2023.102002 10.32604/iasc.2022.023460 10.32604/cmc.2022.023399 10.1109/JIOT.2021.3055804 10.4015/S1016237221500137 10.1109/MCE.2022.3176420 10.1145/3575811 10.3390/su141912828 10.3390/electronics10212562 10.1109/JIOT.2023.3247452 10.1038/s41746-024-01221-6 10.1016/j.jpdc.2024.104918 10.1109/TAI.2021.3133819 10.3389/fdgth.2024.1467241 10.1007/s12652-024-04810-1 10.1016/j.gltp.2021.08.033 10.1109/JIOT.2020.3027440 10.1016/j.future.2024.05.046 10.1016/j.future.2024.07.048 10.1016/j.bbe.2022.11.005 10.1080/09540091.2020.1854180 10.1109/TCSS.2022.3194872 10.1007/s11036-022-02042-1 10.3390/electronics10070790 10.1007/s12553-022-00686-3 10.1088/2631-8695/ad988c 10.1016/j.comcom.2020.05.048 10.1109/TII.2022.3210597 10.1007/s00500-023-08499-w 10.1109/ACCESS.2022.3225038 10.3390/electronics12244973 10.1109/JIOT.2020.3047662 10.3390/s25113498 10.1016/j.jpdc.2024.104934 10.1007/s42979-020-00274-0 10.1016/j.cosrev.2023.100544 10.1016/j.future.2021.09.010 10.1016/j.comcom.2020.12.003 10.1109/JBHI.2022.3185418 10.1109/JIOT.2021.3081420 10.1016/j.comcom.2022.06.013 10.32604/csse.2022.023609 10.1016/j.cose.2022.103053 10.3390/app11188757 10.1007/s12652-022-04370-2 10.1016/j.comcom.2021.01.013 10.1016/j.jnca.2019.04.013 10.1016/j.compeleceng.2024.109202 10.1155/2022/6805460 10.1016/j.ipm.2022.103212 10.1016/j.compeleceng.2022.107969 10.1016/j.inffus.2023.101889 10.32604/iasc.2022.024715 10.1109/TCSS.2022.3186945 10.7717/peerj-cs.414 10.3390/app12168148 10.1038/s41586-021-03583-3 10.1016/j.future.2022.12.040 10.1016/j.ipm.2022.103155 10.1155/2021/9954089 10.1016/j.iot.2023.100689 10.3390/s20174828 10.1016/j.ins.2023.03.044 10.1007/s42979-022-01465-7 10.1109/TNSM.2024.3393969 10.1007/s00607-024-01291-0 10.1007/s42979-020-00303-y 10.1016/j.iot.2024.101083 10.3390/cryptography9020024 10.1109/JIOT.2021.3055827 10.3390/s22218516 10.1007/s00521-024-09508-1 10.1038/s41928-023-00997-x 10.1016/j.jpdc.2022.01.002 10.3390/fi17050226 10.3390/info14090491 10.1016/j.future.2023.09.032 10.1109/IOTM.001.2300021 10.1007/s11227-023-05507-6 10.21917/ijct.2021.0378 10.1155/2022/2037954 10.1109/TCSS.2022.3228965 10.1109/ACCESS.2024.3381528 10.1016/j.comcom.2023.06.012 10.1109/ACCESS.2023.3281655 10.1016/j.comnet.2021.108081 10.32604/iasc.2023.021560 10.1109/JBHI.2023.3236072 10.1016/j.iot.2023.100688 10.1016/j.iot.2023.100797 10.1109/JBHI.2021.3101686 10.1007/s13198-023-02119-4 10.1016/j.ins.2024.120212 10.3390/electronics11111705 10.1016/j.jik.2023.100333 10.32604/cmc.2023.033670 10.1007/s11277-023-10239-0 10.1109/JSYST.2022.3170406 10.1016/j.cose.2024.104164 10.1109/TII.2022.3172622 10.32604/iasc.2023.027779 10.1007/s11277-023-10377-5 10.1016/j.comnet.2022.109013 10.1109/JIOT.2020.3029221 10.1109/JIOT.2021.3051419 10.1016/j.ipm.2020.102308 10.1109/JIOT.2025.3528483 10.1016/j.comcom.2024.01.006 10.1016/j.jksuci.2022.11.007 10.1109/TIM.2024.3435184 10.1007/s00779-021-01583-8 10.3390/su14084661 10.3390/make5030053 10.1007/s00521-018-3819-0 10.32604/cmc.2022.024501 10.1016/j.asej.2025.103463 10.1007/s11042-024-19632-8 10.1016/j.jobcr.2024.04.003 10.1007/s11227-020-03570-x 10.1016/j.scs.2021.103322 10.1016/j.iot.2019.100123 10.1016/j.icte.2023.10.001 10.1016/j.jpdc.2022.03.009 10.1109/TDSC.2021.3059454 10.1109/ACCESS.2024.3362239 10.1007/s13198-023-01883-7 10.1016/j.iot.2023.101014 10.1002/cpe.7602 10.1002/dac.4842 10.1109/TEM.2021.3097117 10.1007/s10462-024-10873-5 10.1109/TCSS.2022.3198123 10.1109/JBHI.2022.3204455 10.1002/widm.1485 10.1145/3653297 10.1109/TII.2021.3128954 10.1109/TEM.2019.2921736 10.1109/JIOT.2021.3138104 10.1007/s11192-009-0146-3 10.3390/app14020675 10.1155/2023/2558469 10.1109/JIOT.2024.3448212 10.1109/JIOT.2021.3078702 10.3390/electronics12102252 10.1007/s11227-022-04845-1 10.1007/s11227-023-05847-3 10.1016/j.ins.2023.02.052 10.1109/TCE.2024.3473291 10.1007/s11227-024-06026-8 10.1016/j.comcom.2020.07.006 10.1007/s11227-022-04513-4 10.1007/s11277-023-10457-6 10.1109/OJCOMS.2022.3215676 10.1016/j.comcom.2022.12.009 10.1177/0024363920922690 10.1016/j.compeleceng.2022.108158 10.1109/JBHI.2022.3143576 10.1002/cpe.8213 10.1007/s11227-022-04453-z 10.1016/j.icte.2024.03.003 10.1109/JIOT.2020.3045653 10.1007/s40747-023-01149-6 10.23919/JCC.fa.2023-0518.202404 10.1038/s41746-024-01105-9 10.1016/j.dss.2024.114184 10.1109/JBHI.2022.3186250 10.1145/3467021 |
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| Keywords | Parallel and distributed computing Security and privacy Blockchain Machine learning Attack Decentralized healthcare IoMT |
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| References | Nowrozy, Ahmed, Kayes, Wang, McIntosh (br0230) 2024; 56 Das, Singh, Namasudra (br1960) 2024; 15 Li, Meng, Yang (br1560) 2021 Pradyumna, Hegde, Bommegowda, Jan, Naik (br1060) 2024; 12 Rafique, Khan, Khan, Ally (br1110) 2023; 2023 Chhabra, Lata (br1390) 2022; 12 Duggal, Tripathi (br2470) 2024; 14 Haque, Rahman, Ahamed (br0620) 2022 Alshammari (br1730) 2023; 101 SankeyMATIC (br0250) 2024 Rachakonda, Zawoznik, Kim, Smith, Wang (br1120) 2023; 27 Anand, Singh, Zhou (br1480) 2022; 19 Berguiga, Harchay (br0770) 2022; 71 Hsu, Harn, Xia, Zhao, Xu (br0350) 2023; 129 Bojjagani, Brabin, Kumar, Sharma, Batta (br0340) 2024; 106 Ribeiro (br1930) 2025 Computational and Mathematical Methods in Medicine (br2010) 2023; 2023 Khan, Akhunzada (br0990) 2021; 170 Bathalapalli, Mohanty, Kougianos, Baniya, Rout (br0380) 2022 Singh, Gaba, Kaur, Hedabou, Gurtov (br0780) 2023; 27 Manchala, Nayak, Behera (br0890) 2023 Chaganti, Mourade, Ravi, Vemprala, Dua, Bhushan (br0950) 2022; 14 Fan, Wu, Li (br2140) 2021; vol. 12658 Williamson, Prybutok (br2440) 2024; 14 Treacy, Loane, McCaffery (br1030) 2020; vol. 1243 Singh, Kumar (br1250) 2023; 143 Jayabalan, Jeyanthi (br0150) 2022; 164 Kavitha, Vidhya, Prema, Priyadharshini, Kumaresan, Sangeetha (br2090) 2022; 33 R.M. (br0880) 2020; 160 Kumar, Abhishek, Jhaveri, Alabdulatif, Gaur (br1330) 2023 Samuel, Singh, Al-Turjman, Shareef (br1140) 2023; 27 Alsahafi, Khalid, Hamza, Hosny (br1370) 2024; 36 Nagarajan, Deverajan, Kumaran, Thirunavukkarasan, Alshehri, Alkhalaf (br1290) 2022; 18 Salim, Kim, Doniyor, Lee, Park (br1220) 2021; 11 Lee, Kim, Ko, Yoo (br2300) 2024; 25 Saputro, Tonyali, Aydeger, Akkaya, Rahman, Uluagac (br2550) 2020 Alnasser, Li (br2510) 2025; 9 Meng, Li, Zhu (br1580) 2020; 67 Khan, Khan, Khan, Khan, Wang, Wu (br2040) 2025 Chang, Hsia, Hong (br1260) 2023; 79 Gupta, Sharma, Gupta, Kumar (br0820) 2022; 102 Singh, Mishra, Gupta, Banga (br1770) 2023; 10 Prajapat, Kumar, Kumar, Das, Hossain, Rodrigues (br0310) 2024; 11 Ayesha, Komalavalli (br0030) 2023 Faraji, Shahriari, Nikooghadam (br0490) 2023 Bhattarai, Peng (br1420) 2022; 4 Alzahrani, Ahmad, Ansari (br1840) 2022; 12 Koutras, Stergiopoulos, Dasaklis, Kotzanikolaou, Glynos, Douligeris (br0160) 2020; 20 Ahamad, Pathan (br0610) 2021; 33 Alhakami, Baz, Al-shareef, Kumar, Agrawal, Khan (br1760) 2023; 36 Ghubaish, Salman, Zolanvari, Unal, Al-Ali, Jain (br0050) 2020; 8 Li, Khan, Fan, Meng, Jolfaei, Alazab (br0530) 2023; 75 Ding, Zhang, Li, Mao, Guo, Li (br1270) 2023; 21 Almogren, Mohiuddin, Din, Almajed, Guizani (br1510) 2021; 8 Wang, Yang, Jiang, Wang, Tang (br0460) 2022; 9 Sadhu, Yanambaka, Abdelgawad, Yelamarthi (br0360) 2023; 12 Awan, Din, Almogren, Almajed, Mohiuddin, Guizani (br1570) 2021; 8 Mishra, Gupta, Gupta (br1460) 2023; 15 Lee, Chen (br0430) 2021; 59 Abbas, Alroobaea, Krichen, Rubaiee, Vimal, Almansour (br1450) 2024; 28 Qureshi, Munir (br2230) 2021; 19 Fan, Junwei, Lei, Hui (br2350) 2024; 21 Ravi, Pham, Alazab (br0800) 2023; 6 Jan, Ali, Abbasi, Mosleh, Alsanad, Khattak (br0280) 2021; 2021 Sharma, Sharma (br0540) 2022 Samuel, Omojo, Mohsin, Tiwari, Gupta, Band (br1150) 2022; 17 Singh, Kumar (br1210) 2024; 70 Tan, Jin, Zhang, Zhang, Chang, Liu, Zhang (br2540) 2023; 48 Saqib, Moon (br2400) 2023; 125 Singh (br0320) 2023; 22 Ksibi, Jaidi, Bouhoula (br1850) 2022 Helfmeier, Boit, Nedospasov, Seifert (br2240) 2013 Lu (br0840) 2023; 632 Khalid, Ahmed, Helfert, Kim (br2290) 2023; 12 Almulihi, Alassery, Khan, Shukla, Gupta, Kumar (br1900) 2022; 32 Perry, Bhunia (br2370) 2024; vol. 683 Alexan, Ashraf, Mamdouh, Mohamed, Moustafa (br1790) 2021 Rathore (br0390) 2020; 32 Martinez-Rendon, Gonzalez-Compean, Sanchez-Gallegos, Carretero (br2190) 2023; 60 Idrissi, Boukabous, Grari, Azizi, Moussaoui (br0760) 2023; vol. 895 Kondeti, Bahsi (br0220) 2024 Naresh, Reddi, Allavarpu (br1230) 2021; 34 Landers, Blasimme, Vayena (br2480) 2024; 7 Chaudhry (br1590) 2021; 75 Alsemmeari, Dahab, Alsulami, Alturki, Algarni (br1750) 2023; 12 Ali, Abdelbaki, Shrestha, Elbasi, Alryalat, Dwivedi (br2530) 2023; 8 Riya, Surendran, Romero, Sendil (br1500) 2023; 35 Taylor, Smith, Zimmel, Alcantara, Wang (br1830) 2022 Garg, Obaidat, Wazid, Das, Singh (br1670) 2021 Chunka, Banerjee, Gupta (br0260) 2023; 35 Reddy, Prasad, Udayaraju, Naik, Raja (br1280) 2023; 27 Babar, Qureshi, Koubaa (br2170) 2024; 160 Ding, Abdel-Basset, Hawash, Abdel-Razek, Liu (br1190) 2023; 630 Khan, Moustafa, Razzak, Tanveer, Pi, Pan, Ali (br0010) 2022; 127 Shammar, Cui, Al-qaness (br2150) 2024 Sharma, Kaur, Singh (br1070) 2024; 36 Mangla, Rani, Herencsar (br1310) 2022; 53 Lin, Song, Yu, Wang, Guo (br1920) 2021; 8 Tai, Gao, Li, Yu, Zhu, Chang (br2080) 2021; 8 Rathee, Saini, Kerrache, Herrera-Tapia (br0100) 2022; 11 Ksibi, Jaidi, Bouhoula (br1540) 2023; 28 Warnat-Herresthal (br2160) 2021; 594 Shreya, Chatterjee, Singh (br0570) 2022; 101 Yang, Yu, Yang, Chakraborty, Lu, Guo (br1550) 2022; 18 Tan, Jin, Hu, Hu, Zhang, Zhang (br2570) 2024; 21 Wagan, Koo, Siddiqui, Qureshi, Attique, Shin (br0700) 2023; 35 Islam (br1740) 2022; 2022 Mishra, Prasad (br0080) 2022 Wahab (br0850) 2022; 2022 Verma, Gupta (br0520) 2023; 198 Sabu, Ramalingam, Vishaka, Swapna, Hegde (br2280) 2021; 2 Singh, Kumar (br0590) 2021 Baric-Parker, Anderson (br2490) 2020; 87 Tahir, Jolfaei, Tariq (br0910) 2025; 29 Bouke, El Atigh, Abdullah (br0640) 2024; 83 Xu, Liu, Yang (br0400) 2023; 208 Alamri, Javed, Margaria (br2430) 2021 Vaiyapuri, Binbusayyis, Varadarajan (br0170) 2021; 12 Alahmadi, Khan, Shafiq, Ahmed, Ali, Javed, Khan, Alsisi, Alahmadi (br1090) 2024; 80 Islam, Parah (br1360) 2024; 25 Tanveer, Chelloug, Alabdulhafith, Abd El-Latif (br1950) 2024; 26 Salem, Mehaoua (br0720) 2022 Lu (br1000) 2023; vol. 520 Kahla, Beggas, Laouid, AlShaikh, Hammoudeh (br1380) 2024; 83 Schmidt, Schutte, Buttigieg, Novillo-Ortiz, Sutherland, Anderson, de Witte, Peolsson, Unim, Pavlova (br2520) 2024; 7 Mohammadi, Balador, Sinaei, Flammini (br2100) 2024 Kumar, Vadivukkarasi, Dayana (br0660) 2023 Reddy, Muneeshwari, Ayyagari, Guha, Iqbal, Yurievich (br1320) 2023; vol. 2603 Papaioannou, Karageorgou, Mantas, Sucasas, Essop, Rodriguez, Lymberopoulos (br0180) 2022; 33 Al Abdulwahid (br0920) 2022; 2022 Gritzalis, Nikitakos, Georgiadis (br2390) 1997; vol. 3 Radoglou-Grammatikis, Sarigiannidis, Efstathopoulos, Lagkas, Fragulis, Sarigiannidis (br0960) 2021 Chatterjee, Singh, Neha, Yu (br0510) 2023; 15 Charef, Mnaouer, Aloqaily, Bouachir, Guizani (br2070) 2023; 60 Gupta, Mazumdar, Nag, Singh (br0410) 2023; 14 Venkatachalam, Masud, Abouhawwash, AlZain, Rajadevi (br1440) 2023; 44 Huang, Nazir (br1880) 2020; 2020 Khalid, Hashim, Ahmad, Hashim, Chaudhary (br0440) 2021; 10 Muazu, Mao, Muhammad, Ibrahim, Kumshe, Samuel (br2330) 2024; 216 van Eck, Waltman (br0240) 2010; 84 Krishnapriya, Prasanna, Anbarasu (br1300) 2023; 130 Wang, Liu (br1040) 2022 Ge, Cho, Kim, Dixit, Chen (br2560) 2021; 22 Sun, Ochiai, Esaki (br2120) 2022; 3 Bathula, Gupta, Merugu, Saba, Khanna, Laird, Sanagala, Singh, Garg, Fouda (br2500) 2024; 57 Wu, Zhang, Chen, Peng, Gao (br0450) 2023; 131 Nguyen, Min, Choi, Lee (br1870) 2021; 8 de Vos, Pouwelse (br2310) 2021; 192 Haque, Rahman (br0060) 2022 Shaik, Tao, Higgins, Li, Gururajan, Zhou, Acharya (br2360) 2023; 13 Sharma, Joshi, Mohanty (br2420) 2023; 14 Tariq, Ullah, Uddin, Kwon (br0740) 2022; 22 Deebak, Memon, Khowaja, Dev, Wang, Qureshi (br1180) 2022; 18 Azbeg, Ouchetto, Andaloussi (br1640) 2022; 10 Ayoub, Ali, Narhimene (br0970) 2022; vol. 348 Khan, Ali, Khan (br0500) 2023; 11 Islam, Parah, Malik, Malik (br1350) 2024; 83 Kumar, Vadivukkarasi, Dayana, Malarvezhi (br0650) 2023 Al-Hawawreh, Hossain (br0690) 2023; 99 Dutta, Puthal (br0300) 2024; 161 Xiang, Cao, Fan, Xiang, Wang (br1520) 2024; 180 Wu, Wang, Ning, Records (br1630) 2022; 9 Kaur, Gupta (br2060) 2025; 17 Alsubaei, Abuhussein, Shandilya, Shiva (br0040) 2019; 8 Sarkar, Jhamb (br1990) 2025; 7 Rahmani, Mirmahaleh (br1200) 2022; 14 Alsaeed, Nadeem, Albalwy (br0270) 2024; 151 Nayak, Meher, Souri, Naik, Vimal (br0930) 2022; 78 Wang, Hu, Lin, Liu, Moon, Piran (br1170) 2023; 19 Gopalakrishna, Basarkod (br1410) 2022; 34 Chang, Ren, Ji, Xu, Xue (br1430) 2022; 212 Samanta, Sarkar, Kumari (br1700) 2024; 16 Elbasi (br1490) 2020 Chhikara, Chauhan Gonder, Rana (br2020) 2025; 12 Kumar, Mahmoud, Alkhayyat, Srinivas, Ahmad, Kumari (br0560) 2022; 78 Mahmood, Khan, Ziauddin, Hussain, Khan, Rahman, Shabir, Niazi (br1050) 2023; 11 Kulshrestha, Kumar (br0830) 2024; 15 Gupta, Mazumdar, Nag, Singh (br1600) 2023; 14 Singh, Das (br0330) 2024; 80 He, Sayadi (br0710) 2023 Pal, Hitchens, Varadharajan, Rabehaja (br1620) 2019; 139 Kolokotronis, Dareioti, Shiaeles, Bellini (br1820) 2022 Masud, Gadekallu, Nguyen, Alazab, Al-Nemrat (br0470) 2021; 8 Pallavi, Baljeet, Marcio (br0860) 2021; 12 Karmakar, Varadharajan, Tupakula, Nepal, Thapa (br1810) 2020 Khan, Eldeeb, Mefgouda, Alhussein, Saleh, Muhaidat (br2250) 2025; 148 Yang, Zhang (br1660) 2022; 12 Ghosh, Ekpo, Elias, Alabi, Gupta (br2380) 2025; 25 Liaqat, Akhunzada, Shaikh, Giannetsos, Jan (br0140) 2020; 160 Alhaj, Abdulla, Iderss, Ali, Elhaj, Remli, Gabralla (br0200) 2022; 10 Balaji, Selvaraj (br0550) 2022; 42 Sharma, Joshi, Yadav, Mohanty (br0130) 2023; 72 El-Banby, Elazm, El-Shafai, El-Bahnasawy, El-Samie, Elazm, Siam (br1340) 2024; 10 Alder (br1940) 2025 Marconot, Hely, Pebay-Peyroula (br2260) 2020; 1 Robert, Denis, Thomas, Samuel, Kabiito, Morish, Ali (br1970) 2024; 2024 Jain, Garg, Gupta, Batra, Narwal (br1710) 2024; 80 Jain, Lin, Luo, Wichs (br2410) 2023 Saif, Yasmin, Biswas (br0680) 2023; 14 Elsayeh, Ezzat, El-Nashar, Omran (br1780) 2021; 33 Sankepally, Kosaraju, Reddy, Venkanna (br0900) 2022 Elouerghi, Bellarbi, Errachid, Yaakoubi (br0020) 2024; 73 Zachos, Essop, Mantas, Porfyrakis, Ribeiro, Rodriguez (br0790) 2021; 10 Dewangan, Chandrakar (br1010) 2023; 10 Hilal (br0940) 2022; 72 Joshi, Jain, Mohanty (br1800) 2020 Schultze (br2130) 2023; 12 Hameed, Selamat, Latiff, Razak, Krejcar (br0110) 2022 Bathalapalli, Mohanty, Kougianos, Baniya, Rout (br0370) 2022; 3 Garg, Petwal, Wazid, Singh, Das, Rodrigues (br1240) 2023; 9 Rani, Kumar, Kataria, Min (br1690) 2024; 10 Nandy, Adhikari, Khan, Menon, Verma (br0810) 2022; 26 Raj, Bodapati (br1400) 2022 Nomikos, Papadimitriou, Stergiopoulos, Koutras, Psara Khatiwada (10.1016/j.jpdc.2025.105172_br0190) 2022 Kondeti (10.1016/j.jpdc.2025.105172_br0220) 2024 Samanta (10.1016/j.jpdc.2025.105172_br1700) 2024; 16 Elouerghi (10.1016/j.jpdc.2025.105172_br0020) 2024; 73 Mishra (10.1016/j.jpdc.2025.105172_br0080) 2022 Alexan (10.1016/j.jpdc.2025.105172_br1790) 2021 Charef (10.1016/j.jpdc.2025.105172_br2070) 2023; 60 Alahmadi (10.1016/j.jpdc.2025.105172_br1090) 2024; 80 Al-Hawawreh (10.1016/j.jpdc.2025.105172_br0690) 2023; 99 Sadhu (10.1016/j.jpdc.2025.105172_br0360) 2023; 12 Balaji (10.1016/j.jpdc.2025.105172_br0550) 2022; 42 Faraji (10.1016/j.jpdc.2025.105172_br0490) 2023 Reddy (10.1016/j.jpdc.2025.105172_br1320) 2023; vol. 2603 Kahla (10.1016/j.jpdc.2025.105172_br1380) 2024; 83 Khan (10.1016/j.jpdc.2025.105172_br0990) 2021; 170 Li (10.1016/j.jpdc.2025.105172_br1130) 2023; 27 Alsahafi (10.1016/j.jpdc.2025.105172_br1370) 2024; 36 Qureshi (10.1016/j.jpdc.2025.105172_br2230) 2021; 19 Sun (10.1016/j.jpdc.2025.105172_br2120) 2022; 3 Lin (10.1016/j.jpdc.2025.105172_br1920) 2021; 8 Taylor (10.1016/j.jpdc.2025.105172_br1830) 2022 Liaqat (10.1016/j.jpdc.2025.105172_br0140) 2020; 160 He (10.1016/j.jpdc.2025.105172_br0710) 2023 Marconot (10.1016/j.jpdc.2025.105172_br2260) 2020; 1 Abbas (10.1016/j.jpdc.2025.105172_br1450) 2024; 28 Kumar (10.1016/j.jpdc.2025.105172_br0660) 2023 Bathula (10.1016/j.jpdc.2025.105172_br2500) 2024; 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43 Krishnapriya (10.1016/j.jpdc.2025.105172_br1300) 2023; 130 Zachos (10.1016/j.jpdc.2025.105172_br0790) 2021; 10 Xu (10.1016/j.jpdc.2025.105172_br0400) 2023; 208 Reddy (10.1016/j.jpdc.2025.105172_br1280) 2023; 27 Saqib (10.1016/j.jpdc.2025.105172_br2400) 2023; 125 Sharma (10.1016/j.jpdc.2025.105172_br1070) 2024; 36 Gritzalis (10.1016/j.jpdc.2025.105172_br2390) 1997; vol. 3 Wu (10.1016/j.jpdc.2025.105172_br0450) 2023; 131 Maheshwari (10.1016/j.jpdc.2025.105172_br2050) 2025; 16 El-Banby (10.1016/j.jpdc.2025.105172_br1340) 2024; 10 Zhang (10.1016/j.jpdc.2025.105172_br2110) 2024 R.M. (10.1016/j.jpdc.2025.105172_br0880) 2020; 160 Ali (10.1016/j.jpdc.2025.105172_br2530) 2023; 8 Barnawi (10.1016/j.jpdc.2025.105172_br1080) 2024; 21 Raj (10.1016/j.jpdc.2025.105172_br1400) 2022 Rathee (10.1016/j.jpdc.2025.105172_br0100) 2022; 11 Lee (10.1016/j.jpdc.2025.105172_br0430) 2021; 59 Li (10.1016/j.jpdc.2025.105172_br0580) 2021; 8 Kaur (10.1016/j.jpdc.2025.105172_br2060) 2025; 17 Sun (10.1016/j.jpdc.2025.105172_br0290) 2021; 8 Sharma (10.1016/j.jpdc.2025.105172_br0540) 2022 Nayak (10.1016/j.jpdc.2025.105172_br0930) 2022; 78 Ksibi (10.1016/j.jpdc.2025.105172_br1850) 2022 Meng (10.1016/j.jpdc.2025.105172_br1580) 2020; 67 Rocha (10.1016/j.jpdc.2025.105172_br2220) 2024; 116 Manchala (10.1016/j.jpdc.2025.105172_br0890) 2023 Khan (10.1016/j.jpdc.2025.105172_br0010) 2022; 127 Bathalapalli (10.1016/j.jpdc.2025.105172_br0380) 2022 Azbeg (10.1016/j.jpdc.2025.105172_br1640) 2022; 10 Hamadaqa (10.1016/j.jpdc.2025.105172_br0600) 2020 Khan (10.1016/j.jpdc.2025.105172_br2040) 2025 Rahman (10.1016/j.jpdc.2025.105172_br1160) 2022; 192 Chaudhry (10.1016/j.jpdc.2025.105172_br1590) 2021; 75 Fan (10.1016/j.jpdc.2025.105172_br2140) 2021; vol. 12658 Pradyumna (10.1016/j.jpdc.2025.105172_br1060) 2024; 12 Mohammadi (10.1016/j.jpdc.2025.105172_br2100) 2024 Laguduva (10.1016/j.jpdc.2025.105172_br2270) 2020; 1 Shammar (10.1016/j.jpdc.2025.105172_br2150) Naresh (10.1016/j.jpdc.2025.105172_br1230) 2021; 34 Alder (10.1016/j.jpdc.2025.105172_br1940) Tan (10.1016/j.jpdc.2025.105172_br2540) 2023; 48 Schultze (10.1016/j.jpdc.2025.105172_br2130) 2023; 12 Qu (10.1016/j.jpdc.2025.105172_br2580) 2023; 10 Jafari (10.1016/j.jpdc.2025.105172_br0070) 2024; 165 Al Abdulwahid (10.1016/j.jpdc.2025.105172_br0920) 2022; 2022 Kolokotronis (10.1016/j.jpdc.2025.105172_br1820) 2022 Pal (10.1016/j.jpdc.2025.105172_br1620) 2019; 139 Gopalakrishna (10.1016/j.jpdc.2025.105172_br1410) 2022; 34 Tahir (10.1016/j.jpdc.2025.105172_br0910) 2025; 29 Idrissi (10.1016/j.jpdc.2025.105172_br0760) 2023; vol. 895 Computational and Mathematical Methods in Medicine (10.1016/j.jpdc.2025.105172_br2010) 2023; 2023 Salim (10.1016/j.jpdc.2025.105172_br1220) 2021; 11 Jayabalan (10.1016/j.jpdc.2025.105172_br0150) 2022; 164 Lu (10.1016/j.jpdc.2025.105172_br1000) 2023; vol. 520 Kokila (10.1016/j.jpdc.2025.105172_br1610) 2025; 3 Esposito (10.1016/j.jpdc.2025.105172_br1530) 2020; 57 van Eck (10.1016/j.jpdc.2025.105172_br0240) 2010; 84 Saba (10.1016/j.jpdc.2025.105172_br0870) 2020 Elbasi (10.1016/j.jpdc.2025.105172_br1490) 2020 Alsaeed (10.1016/j.jpdc.2025.105172_br0270) 2024; 151 Saxena (10.1016/j.jpdc.2025.105172_br1680) 2022 Kumar (10.1016/j.jpdc.2025.105172_br0560) 2022; 78 Shreya (10.1016/j.jpdc.2025.105172_br0570) 2022; 101 Khan (10.1016/j.jpdc.2025.105172_br2250) 2025; 148 Samuel (10.1016/j.jpdc.2025.105172_br1150) 2022; 17 Sabu (10.1016/j.jpdc.2025.105172_br2280) 2021; 2 Cao (10.1016/j.jpdc.2025.105172_br2320) 2024; 662 Sharma (10.1016/j.jpdc.2025.105172_br2420) 2023; 14 Rachakonda (10.1016/j.jpdc.2025.105172_br1120) 2023; 27 Chaganti (10.1016/j.jpdc.2025.105172_br0950) 2022; 14 Khalid (10.1016/j.jpdc.2025.105172_br0440) 2021; 10 Xiang (10.1016/j.jpdc.2025.105172_br1520) 2024; 180 Almulihi (10.1016/j.jpdc.2025.105172_br1900) 2022; 32 Prajapat (10.1016/j.jpdc.2025.105172_br0310) 2024; 11 Verma (10.1016/j.jpdc.2025.105172_br0520) 2023; 198 Islam (10.1016/j.jpdc.2025.105172_br1350) 2024; 83 Hilal (10.1016/j.jpdc.2025.105172_br0940) 2022; 72 Lo (10.1016/j.jpdc.2025.105172_br2000) 2024 Joshi (10.1016/j.jpdc.2025.105172_br1800) 2020 Martinez-Rendon (10.1016/j.jpdc.2025.105172_br2190) 2023; 60 Jain (10.1016/j.jpdc.2025.105172_br2410) 2023 Nguyen (10.1016/j.jpdc.2025.105172_br1870) 2021; 8 Lee (10.1016/j.jpdc.2025.105172_br2300) 2024; 25 Stanco (10.1016/j.jpdc.2025.105172_br1980) 2024; 10 Berguiga (10.1016/j.jpdc.2025.105172_br0770) 2022; 71 Wang (10.1016/j.jpdc.2025.105172_br1170) 2023; 19 Singh (10.1016/j.jpdc.2025.105172_br0590) 2021 Sager (10.1016/j.jpdc.2025.105172_br1910) 2022 Kavitha (10.1016/j.jpdc.2025.105172_br2090) 2022; 33 Alamri (10.1016/j.jpdc.2025.105172_br2430) 2021 Islam (10.1016/j.jpdc.2025.105172_br1360) 2024; 25 Bhattarai (10.1016/j.jpdc.2025.105172_br1420) 2022; 4 Ahmed (10.1016/j.jpdc.2025.105172_br2340) 2024; 70 Nowrozy (10.1016/j.jpdc.2025.105172_br0230) 2024; 56 Almogren (10.1016/j.jpdc.2025.105172_br1510) 2021; 8 SankeyMATIC (10.1016/j.jpdc.2025.105172_br0250) Singh (10.1016/j.jpdc.2025.105172_br0330) 2024; 80 Papaioannou (10.1016/j.jpdc.2025.105172_br0180) 2022; 33 Singh (10.1016/j.jpdc.2025.105172_br0320) 2023; 22 Baric-Parker (10.1016/j.jpdc.2025.105172_br2490) 2020; 87 Ahamad (10.1016/j.jpdc.2025.105172_br0610) 2021; 33 Ksibi (10.1016/j.jpdc.2025.105172_br1540) 2023; 28 Garg (10.1016/j.jpdc.2025.105172_br1240) 2023; 9 Venkatachalam (10.1016/j.jpdc.2025.105172_br1440) 2023; 44 Ding (10.1016/j.jpdc.2025.105172_br1270) 2023; 21 Garg (10.1016/j.jpdc.2025.105172_br1670) 2021 Saif (10.1016/j.jpdc.2025.105172_br0680) 2023; 14 Williamson (10.1016/j.jpdc.2025.105172_br2440) 2024; 14 Tariq (10.1016/j.jpdc.2025.105172_br0740) 2022; 22 Fan (10.1016/j.jpdc.2025.105172_br2350) 2024; 21 Rafique (10.1016/j.jpdc.2025.105172_br1110) 2023; 2023 Ghosh (10.1016/j.jpdc.2025.105172_br2380) 2025; 25 Singh (10.1016/j.jpdc.2025.105172_br0780) 2023; 27 Pallavi (10.1016/j.jpdc.2025.105172_br0860) 2021; 12 Alhakami (10.1016/j.jpdc.2025.105172_br1760) 2023; 36 Ribeiro (10.1016/j.jpdc.2025.105172_br1930) Singh (10.1016/j.jpdc.2025.105172_br1210) 2024; 70 Karmakar (10.1016/j.jpdc.2025.105172_br1810) 2020 Duggal (10.1016/j.jpdc.2025.105172_br2470) 2024; 14 Elsayeh (10.1016/j.jpdc.2025.105172_br1780) 2021; 33 Chunka (10.1016/j.jpdc.2025.105172_br0260) 2023; 35 Yang (10.1016/j.jpdc.2025.105172_br1660) 2022; 12 Nagarajan (10.1016/j.jpdc.2025.105172_br1290) 2022; 18 Bojjagani (10.1016/j.jpdc.2025.105172_br0340) 2024; 106 Ravi (10.1016/j.jpdc.2025.105172_br0800) 2023; 6 Haque (10.1016/j.jpdc.2025.105172_br0060) 2022 Sharma (10.1016/j.jpdc.2025.105172_br0130) 2023; 72 Islam (10.1016/j.jpdc.2025.105172_br1740) 2022; 2022 Gupta (10.1016/j.jpdc.2025.105172_br1600) 2023; 14 Alshammari (10.1016/j.jpdc.2025.105172_br1730) 2023; 101 Kumar (10.1016/j.jpdc.2025.105172_br0650) 2023 Zukaib (10.1016/j.jpdc.2025.105172_br2030) 2024; 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| References_xml | – volume: 83 start-page: 16645 year: 2024 end-page: 16664 ident: br0640 article-title: Towards robust and efficient intrusion detection in iomt: a deep learning approach addressing data leakage and enhancing model generalizability publication-title: Multimed. Tools Appl. – volume: 14 year: 2022 ident: br0950 article-title: A particle swarm optimization and deep learning approach for intrusion detection system in internet of medical things publication-title: Sustainability – start-page: 1 year: 2023 end-page: 5 ident: br0490 article-title: A secure and efficient scheme for mutual authentication for integrity of exchanged data in iomt publication-title: 2023 28th International Computer Conference, Computer Society of Iran (CSICC) – start-page: 757 year: 2020 end-page: 762 ident: br0600 article-title: Clone-resistant authentication for medical operating environment publication-title: 2020 Fourth World Conference on Smart Trends in Systems, Security and Sustainability (WorldS4) – volume: vol. 520 start-page: 404 year: 2023 end-page: 416 ident: br1000 article-title: Applied machine learning for securing the internet of medical things in healthcare publication-title: Advanced Information Networking and Applications – volume: 10 year: 2024 ident: br1980 article-title: A comprehensive survey on the security of low power wide area networks for the internet of things publication-title: ICT Express – volume: 59 year: 2021 ident: br0430 article-title: Lightweight fog computing-based authentication protocols using physically unclonable functions for internet of medical things publication-title: J. Inf. Secur. Appl. – volume: 12 start-page: 2562 year: 2021 end-page: 2566 ident: br0860 article-title: Home network security incorporating machine learning algorithms in internet of medical things publication-title: ICTACT J. Commun. Technol. – volume: 22 start-page: 8516 year: 2022 ident: br0740 article-title: An effective self-configurable ransomware prevention technique for iomt publication-title: Sensors – start-page: 1 year: 2013 end-page: 6 ident: br2240 article-title: Cloning physically unclonable functions publication-title: 2013 IEEE International Symposium on Hardware-Oriented Security and Trust (HOST) – volume: 7 year: 2025 ident: br1990 article-title: Next-gen fortified health monitoring for cyber physical systems in internet of things using logistic maps based encryption publication-title: Eng. Res. Express – volume: 3 start-page: 2106 year: 2022 end-page: 2136 ident: br0210 article-title: Explainable ai over the internet of things (iot): overview, state-of-the-art and future directions publication-title: IEEE Open J. Commun. Soc. – volume: 2023 year: 2023 ident: br2010 article-title: Retracted: blockchain and ipfs integrated framework in bilevel fog-cloud network for security and privacy of iomt devices publication-title: Comput. Math. Methods Med. – volume: 216 start-page: 168 year: 2024 end-page: 182 ident: br2330 article-title: A federated learning system with data fusion for healthcare using multi-party computation and additive secret sharing publication-title: Comput. Commun. – volume: 192 year: 2024 ident: br2030 article-title: Meta-fed ids: meta-learning and federated learning based fog-cloud approach to detect known and zero-day cyber attacks in iomt networks publication-title: J. Parallel Distrib. Comput. – volume: 14 start-page: 675 year: 2024 ident: br2440 article-title: Balancing privacy and progress: a review of privacy challenges, systemic oversight, and patient perceptions in ai-driven healthcare publication-title: Appl. Sci. – volume: 9 start-page: 8883 year: 2022 end-page: 8891 ident: br0460 article-title: Blockchain and puf-based lightweight authentication protocol for wireless medical sensor networks publication-title: IEEE Internet Things J. – volume: 78 start-page: 16167 year: 2022 end-page: 16196 ident: br0560 article-title: Rapchi: robust authentication protocol for iomt-based cloud-healthcare infrastructure publication-title: J. Supercomput. – start-page: 1 year: 2020 end-page: 4 ident: br1490 article-title: B-dct based watermarking algorithm for patient data protection in iomt publication-title: 2020 International Conference on Information Security and Cryptology (ISCTURKEY) – volume: 16 year: 2025 ident: br2050 article-title: Privacy-preserving authentication for 5g healthcare with hbzkp: hierarchical blockchain-based zero knowledge proof for secure edge devices publication-title: Ain Shams Eng. J. – volume: 32 start-page: 1763 year: 2022 end-page: 1779 ident: br1900 article-title: Analyzing the implications of healthcare data breaches through computational technique publication-title: Intell. Autom. Soft Comput. – volume: 12 start-page: 107 year: 2023 end-page: 115 ident: br0360 article-title: Nahap: puf-based three factor authentication system for internet of medical things publication-title: IEEE Consum. Electron. Mag. – volume: 192 year: 2021 ident: br2310 article-title: Contrib: maintaining fairness in decentralized big tech alternatives by accounting work publication-title: Comput. Netw. – volume: vol. 683 start-page: 272 year: 2024 end-page: 289 ident: br2370 article-title: Crossfire attack detection in 6g networks with the internet of things (iot) publication-title: Internet of Things – volume: 33 year: 2022 ident: br0180 article-title: A survey on security threats and countermeasures in internet of medical things (iomt) publication-title: Trans. Emerg. Telecommun. Technol. – volume: vol. 3 start-page: 119 year: 1997 end-page: 132 ident: br2390 article-title: Formal methods for the analysis and design of cryptographic protocols: a state-of-the-art review publication-title: Communications and Multimedia Security – start-page: 177 year: 2021 end-page: 181 ident: br1790 article-title: Iomt security: Sha3-512, aes-256, rsa and lsb steganography publication-title: 2021 8th NAFOSTED Conference on Information and Computer Science (NICS) – volume: 8 start-page: 15749 year: 2021 end-page: 15761 ident: br1920 article-title: Task offloading for wireless vr-enabled medical treatment with blockchain security using collective reinforcement learning publication-title: IEEE Internet Things J. – volume: 25 year: 2024 ident: br2300 article-title: Addressing iot storage constraints: a hybrid architecture for decentralized data storage and centralized management publication-title: Internet of Things – volume: 18 start-page: 8864 year: 2022 end-page: 8875 ident: br1550 article-title: An intelligent trust cloud management method for secure clustering in 5g enabled internet of medical things publication-title: IEEE Trans. Ind. Inform. – volume: 2 start-page: 429 year: 2021 end-page: 433 ident: br2280 article-title: Implementation of a secure and privacy-aware e-health record and iot data sharing using blockchain publication-title: Glob. Transit. Proc. – volume: 34 start-page: 559 year: 2022 end-page: 574 ident: br0750 article-title: Crypto hash based malware detection in iomt framework publication-title: Intell. Autom. Soft Comput. – volume: 78 start-page: 14866 year: 2022 end-page: 14891 ident: br0930 article-title: Extreme learning machine and bayesian optimization-driven intelligent framework for iomt cyber-attack detection publication-title: J. Supercomput. – volume: 60 year: 2023 ident: br2070 article-title: Artificial intelligence implication on energy sustainability in internet of things: a survey publication-title: Inf. Process. Manag. – volume: 13 year: 2023 ident: br2360 article-title: Remote patient monitoring using artificial intelligence: current state, applications, and challenges publication-title: Wiley Interdiscip. Rev. Data Min. Knowl. Discov. – volume: 15 start-page: 1769 year: 2023 end-page: 1776 ident: br1460 article-title: Interplanetary file system based blockchain for internet of medical things publication-title: Int. J. Inf. Technol. – volume: 165 year: 2024 ident: br0070 article-title: Securing iomt healthcare systems with federated learning and bigchaindb publication-title: Future Gener. Comput. Syst. – volume: 99 year: 2023 ident: br0690 article-title: A privacy-aware framework for detecting cyber attacks on internet of medical things systems using data fusion and quantum deep learning publication-title: Inf. Fusion – volume: 2022 year: 2022 ident: br1740 article-title: A secure framework toward iomt-assisted data collection, modeling, and classification for intelligent dermatology healthcare services publication-title: Contrast Media Mol. Imag. – volume: 198 start-page: 282 year: 2023 end-page: 296 ident: br0520 article-title: A pairing-free data authentication and aggregation mechanism for intelligent healthcare system publication-title: Comput. Commun. – volume: 6 start-page: 50 year: 2023 end-page: 54 ident: br0800 article-title: Deep learning-based network intrusion detection system for internet of medical things publication-title: IEEE Internet Things Mag. – volume: 18 start-page: 8916 year: 2022 end-page: 8923 ident: br1180 article-title: In the digital age of 5g networks: seamless privacy-preserving authentication for cognitive-inspired internet of medical things publication-title: IEEE Trans. Ind. Inform. – volume: 70 start-page: 184 year: 2024 end-page: 196 ident: br1210 article-title: A public key authentication and privacy preserving model for securing healthcare system publication-title: IETE J. Res. – volume: 160 start-page: 139 year: 2020 end-page: 149 ident: br0880 article-title: An effective feature engineering for DNN using hybrid PCA-GWO for intrusion detection in iomt architecture publication-title: Comput. Commun. – volume: 10 start-page: 1597 year: 2022 end-page: 1606 ident: br0730 article-title: Attention-based multidimensional deep learning approach for cross-architecture iomt malware detection and classification in healthcare cyber-physical systems publication-title: IEEE Trans. Comput. Soc. Syst. – start-page: 1233 year: 2022 end-page: 1238 ident: br0720 article-title: A secure framework for remote healthcare monitoring using the internet of medical things publication-title: 2022 IEEE International Conference on Communications (ICC) – volume: 192 start-page: 373 year: 2022 end-page: 381 ident: br1160 article-title: Privacy aware internet of medical things data certification framework on healthcare blockchain of 5g edge publication-title: Comput. Commun. – volume: 8 start-page: 8707 year: 2020 end-page: 8718 ident: br0050 article-title: Recent advances in the internet-of-medical-things (iomt) systems security publication-title: IEEE Internet Things J. – volume: 15 start-page: 1 year: 2023 end-page: 24 ident: br0510 article-title: A multifactor ring signature based authentication scheme for quality assessment of iomt environment in covid-19 scenario publication-title: ACM J. Data Inf. Quality – volume: vol. 895 start-page: 641 year: 2023 end-page: 649 ident: br0760 article-title: An intrusion detection system using machine learning for internet of medical things publication-title: Electronic Engineering and Renewable Energy Systems – volume: 125 year: 2023 ident: br2400 article-title: A systematic security assessment and review of internet of things in the context of authentication publication-title: Comput. Secur. – volume: 2020 start-page: 1 year: 2020 end-page: 14 ident: br1880 article-title: Evaluating security of internet of medical things using the analytic network process method publication-title: Secur. Commun. Netw. – volume: 5 start-page: 1187 year: 2025 end-page: 1193 ident: br2450 article-title: Securing ai in global health research: a framework for cross-border data collaboration publication-title: Clin. Med. Health Res. J. – volume: 71 start-page: 3839 year: 2022 end-page: 3851 ident: br0770 article-title: An iot-based intrusion detection system approach for tcp syn attacks publication-title: Comput. Mater. Continua – volume: 116 year: 2024 ident: br2220 article-title: Edge ai for internet of medical things: a literature review publication-title: Comput. Electr. Eng. – start-page: 1 year: 2021 end-page: 6 ident: br0960 article-title: A self-learning approach for detecting intrusions in healthcare systems publication-title: 2021 IEEE International Conference on Communications (ICC) – volume: 170 start-page: 209 year: 2021 end-page: 216 ident: br0990 article-title: A hybrid dl-driven intelligent sdn-enabled malware detection framework for internet of medical things (iomt) publication-title: Comput. Commun. – volume: 77 start-page: 7916 year: 2021 end-page: 7955 ident: br1020 article-title: Towards design and implementation of security and privacy framework for internet of medical things (iomt) by leveraging blockchain and ipfs technology publication-title: J. Supercomput. – volume: 11 start-page: 1705 year: 2022 ident: br0100 article-title: A computational framework for cyber threats in medical iot systems publication-title: Electronics – start-page: 422 year: 2022 end-page: 427 ident: br0900 article-title: Edge intelligence based mitigation of false data injection attack in iomt framework publication-title: 2022 OITS International Conference on Information Technology (OCIT) – volume: 2022 year: 2022 ident: br0920 article-title: Detection of middlebox-based attacks in healthcare internet of things using multiple machine learning models publication-title: Comput. Intell. Neurosci. – volume: 17 start-page: 226 year: 2025 ident: br2060 article-title: Explainable ai assisted iomt security in future 6g networks publication-title: Future Internet – volume: 14 start-page: 4853 year: 2023 end-page: 4864 ident: br1600 article-title: Secure data authentication and access control protocol for industrial healthcare system publication-title: J. Ambient Intell. Humaniz. Comput. – year: 2024 ident: br2110 article-title: Survey of federated learning in intrusion detection publication-title: J. Parallel Distrib. Comput. – start-page: 625 year: 2024 end-page: 630 ident: br2000 article-title: Enhanced authentication protocol for securing internet of medical things with lightweight post-quantum cryptography publication-title: 2024 IEEE International Conference on Artificial Intelligence in Engineering and Technology (IICAIET) – start-page: 257 year: 2020 end-page: 261 ident: br1810 article-title: Towards a security enhanced virtualised network infrastructure for internet of medical things (iomt) publication-title: 2020 6th IEEE Conference on Network Softwarization (NetSoft) – start-page: 44 year: 2023 end-page: 49 ident: br0660 article-title: A novel hybrid deep learning model for botnet attacks detection in a secure iomt environment publication-title: 2023 International Conference on Intelligent Systems for Communication, IoT and Security (ICISCoIS) – volume: 12 start-page: 20603 year: 2024 end-page: 20623 ident: br1060 article-title: Empowering healthcare with iomt: evolution, machine learning integration, security, and interoperability challenges publication-title: IEEE Access – volume: 6 start-page: 475 year: 2023 end-page: 476 ident: br2210 article-title: Secure computing with mram publication-title: Nat. Electron. – volume: 161 start-page: 655 year: 2024 end-page: 672 ident: br0300 article-title: Poah 2.0: ai-empowered dynamic authentication based adaptive blockchain consensus for iomt-edge workflow publication-title: Future Gener. Comput. Syst. – volume: 27 start-page: 756 year: 2023 end-page: 767 ident: br1130 article-title: E2egi: end-to-end gradient inversion in federated learning publication-title: IEEE J. Biomed. Health Inform. – volume: 3 start-page: 344 year: 2022 ident: br0370 article-title: Pufchain 2.0: hardware-assisted robust blockchain for sustainable simultaneous device and data security in smart healthcare publication-title: SN Comput. Sci. – volume: 8 start-page: 15663 year: 2021 end-page: 15671 ident: br0290 article-title: Mutual authentication scheme for the device-to-server communication in the internet of medical things publication-title: IEEE Internet Things J. – volume: 102 year: 2022 ident: br0820 article-title: A tree classifier based network intrusion detection model for internet of medical things publication-title: Comput. Electr. Eng. – volume: 143 start-page: 15 year: 2023 end-page: 29 ident: br1250 article-title: Energy-efficient secure data fusion scheme for iot based healthcare system publication-title: Future Gener. Comput. Syst. – volume: 10 start-page: 12308 year: 2023 end-page: 12321 ident: br1720 article-title: Fortified-chain 2.0: intelligent blockchain for decentralized smart healthcare system publication-title: IEEE Internet Things J. – volume: 72 start-page: 713 year: 2022 end-page: 726 ident: br0940 article-title: Malware detection using decision tree based svm classifier for iot publication-title: Comput. Mater. Continua – volume: 8 start-page: 15704 year: 2021 end-page: 15748 ident: br1870 article-title: Dependability and security quantification of an internet of medical things infrastructure based on cloud-fog-edge continuum for healthcare monitoring using hierarchical models publication-title: IEEE Internet Things J. – volume: 12 start-page: 971 year: 2022 end-page: 986 ident: br1390 article-title: Obfuscated aes cryptosystem for secure medical imaging systems in iomt edge devices publication-title: Health Technol. – volume: 9 start-page: 8091 year: 2022 end-page: 8104 ident: br1630 article-title: Blockchain-enabled privacy-preserving access control for data publishing and sharing in the internet of medical things publication-title: IEEE Internet Things J. – volume: 12 start-page: 2252 year: 2023 ident: br1750 article-title: Resilient security framework using tnn and blockchain for iomt publication-title: Electronics – volume: 35 year: 2023 ident: br0260 article-title: A secure communication using multifactor authentication and key agreement techniques in internet of medical things for covid-19 patients publication-title: Concurr. Comput. Pract. Exp. – volume: 630 start-page: 403 year: 2023 end-page: 419 ident: br1190 article-title: Fed-esd: federated learning for efficient epileptic seizure detection in the fog-assisted internet of medical things publication-title: Inf. Sci. – volume: 42 start-page: 1289 year: 2022 end-page: 1303 ident: br0550 article-title: Gray-hole attack minimization in iomt with 5g based d2d networks publication-title: Comput. Syst. Sci. Eng. – year: 2023 ident: br0030 article-title: Recent advancements in the internet of things for the medical healthcare systems publication-title: Proceedings of the International Conference on Innovative Computing & Communication – volume: vol. 348 start-page: 323 year: 2022 end-page: 333 ident: br0970 article-title: Enhanced intrusion detection system for remote healthcare publication-title: Advances in Computing Systems and Applications – volume: 53 year: 2022 ident: br1310 article-title: An energy-efficient and secure framework for iomt: an application of smart cities publication-title: Sust. Energy Technol. Assess. – volume: 106 start-page: 1423 year: 2024 end-page: 1454 ident: br0340 article-title: Secure privacy-enhanced fast authentication and key management for iomt-enabled smart healthcare systems publication-title: Computing – volume: 8 start-page: 15965 year: 2021 end-page: 15976 ident: br2080 article-title: Trustworthy and intelligent covid-19 diagnostic iomt through xr and deep-learning-based clinic data access publication-title: IEEE Internet Things J. – volume: 36 start-page: 7705 year: 2024 end-page: 7723 ident: br1370 article-title: New optimized chaotic encryption with bcovidoa for efficient security of medical images in iomt systems publication-title: Neural Comput. Appl. – start-page: 208 year: 2022 end-page: 214 ident: br0060 article-title: Phase: security analyzer for next-generation smart personalized smart healthcare system publication-title: 2022 IEEE International Conference on Digital Health (ICDH) – volume: 25 start-page: 3498 year: 2025 ident: br2380 article-title: Effects of dielectric properties of human body on communication link margins and specific absorption rate of implanted antenna system publication-title: Sensors – volume: 15 start-page: 1802 year: 2024 end-page: 1814 ident: br0830 article-title: Machine learning based intrusion detection system for iomt publication-title: Int. J. Syst. Assur. Eng. Manag. – volume: 22 year: 2023 ident: br0320 article-title: Gbeaka: group-based efficient authentication and key agreement protocol for lpiomt using 5g publication-title: Internet of Things – volume: 12 start-page: 8148 year: 2022 ident: br1840 article-title: Towards design and development of security assessment framework for internet of medical things publication-title: Appl. Sci. – volume: 2022 year: 2022 ident: br0850 article-title: An ai-driven hybrid framework for intrusion detection in iot-enabled e-health publication-title: Comput. Intell. Neurosci. – volume: 11 start-page: 8757 year: 2021 ident: br1220 article-title: Homomorphic encryption based privacy-preservation for iomt publication-title: Appl. Sci. – volume: 8 year: 2023 ident: br2530 article-title: A systematic literature review of artificial intelligence in the healthcare sector: benefits, challenges, methodologies, and functionalities publication-title: J. Innov. Knowl. – volume: 3 start-page: 963 year: 2022 end-page: 972 ident: br2120 article-title: Decentralized deep learning for multi-access edge computing: a survey on communication efficiency and trustworthiness publication-title: IEEE Trans. Artif. Intell. – volume: vol. 12658 start-page: 120 year: 2021 end-page: 129 ident: br2140 article-title: On the fairness of swarm learning in skin lesion classification publication-title: Clinical Image-Based Procedures, Distributed and Collaborative Learning, Artificial Intelligence for Combating COVID-19 and Secure and Privacy-Preserving Machine Learning – year: 2024 ident: br2150 article-title: Swarm learning: a survey of concepts, applications, and trends – start-page: 459 year: 2022 end-page: 463 ident: br0080 article-title: Towards efficient and secure framework for devices and informatics for internet of medical things publication-title: 2022 25th International Symposium on Wireless Personal Multimedia Communications (WPMC) – volume: 10 start-page: 1622 year: 2023 end-page: 1628 ident: br1770 article-title: A federated learning-based patient monitoring system in internet of medical things publication-title: IEEE Trans. Comput. Soc. Syst. – volume: 34 year: 2021 ident: br1230 article-title: Lightweight secure communication system based on message queuing transport telemetry protocol for e-healthcare environments publication-title: Int. J. Commun. Syst. – volume: 33 start-page: 532 year: 2021 end-page: 554 ident: br0610 article-title: A formally verified authentication protocol in secure framework for mobile healthcare during covid-19-like pandemic publication-title: Connect. Sci. – volume: 60 year: 2023 ident: br2190 article-title: Cd/cv: blockchain-based schemes for continuous verifiability and traceability of iot data for edge–fog–cloud publication-title: Inf. Process. Manag. – volume: 8 start-page: 15694 year: 2021 end-page: 15703 ident: br0470 article-title: A lightweight and robust secure key establishment protocol for internet of medical things in covid-19 patients care publication-title: IEEE Internet Things J. – volume: 14 year: 2022 ident: br1200 article-title: Flexible-clustering based on application priority to improve iomt efficiency and dependability publication-title: Sustainability – volume: 16 start-page: 69 year: 2021 end-page: 85 ident: br1860 article-title: A readiness assessment tool for wireless internet of medical things (wiomt) for intra-country contextualisation publication-title: J. Eng. Sci. Technol. – volume: 11 start-page: 107725 year: 2023 end-page: 107753 ident: br1050 article-title: Improving security architecture of internet of medical things: a systematic literature review publication-title: IEEE Access – year: 2025 ident: br1930 article-title: Claroty reports alarming IoMT, OT device risks as critical vulnerabilities found in 99% of healthcare networks – start-page: 1 year: 2025 end-page: 14 ident: br2040 article-title: A blockchain-enabled ai-driven secure searchable encryption framework for medical iot systems publication-title: IEEE J. Biomed. Health Inform. – volume: 163 start-page: 62 year: 2022 end-page: 82 ident: br2180 article-title: Blockchain-based automated and robust cyber security management publication-title: J. Parallel Distrib. Comput. – volume: 75 year: 2021 ident: br1590 article-title: An anonymous device to device access control based on secure certificate for internet of medical things systems publication-title: Sustain. Cities Soc. – volume: 10 start-page: 5190 year: 2023 end-page: 5202 ident: br2580 article-title: Qb-imd: a secure medical data processing system with privacy protection based on quantum blockchain for iomt publication-title: IEEE Internet Things J. – volume: 15 start-page: 3331 year: 2024 end-page: 3345 ident: br1960 article-title: Lightweight and privacy-preserving device-to-device authentication to enable secure transitive communication in iot-based smart healthcare systems publication-title: J. Ambient Intell. Humaniz. Comput. – volume: 8 year: 2019 ident: br0040 article-title: Iomt-saf: Internet of medical things security assessment framework publication-title: Internet of Things – volume: 56 start-page: 1 year: 2024 end-page: 37 ident: br0230 article-title: Privacy preservation of electronic health records in the modern era: a systematic survey publication-title: ACM Comput. Surv. – volume: 70 start-page: 2707 year: 2021 end-page: 2718 ident: br0420 article-title: Blockchain for the management of internet of things devices in the medical industry publication-title: IEEE Trans. Eng. Manag. – volume: 160 start-page: 14 year: 2024 end-page: 28 ident: br2170 article-title: Review on federated learning for digital transformation in healthcare through big data analytics publication-title: Future Gener. Comput. Syst. – start-page: 550 year: 2022 end-page: 559 ident: br1680 article-title: Internet of medical things (iomt) security and privacy: a survey of recent advances and enabling technologies publication-title: Proceedings of the Fourteenth International Conference on Contemporary Computing (IC3 2022) – start-page: 1 year: 2022 end-page: 7 ident: br1850 article-title: A user-centric fuzzy ahp-based method for medical devices security assessment publication-title: 2022 15th International Conference on Security of Information and Networks (SIN) – volume: 14 start-page: 4853 year: 2023 end-page: 4864 ident: br0410 article-title: Secure data authentication and access control protocol for industrial healthcare system publication-title: J. Ambient Intell. Humaniz. Comput. – volume: 35 start-page: 507 year: 2023 end-page: 520 ident: br1500 article-title: Encryption with user authentication model for internet of medical things environment publication-title: Intell. Autom. Soft Comput. – start-page: 23 year: 2022 end-page: 40 ident: br0380 article-title: Pufchain 3.0: hardware-assisted distributed ledger for robust authentication in the internet of medical things publication-title: Internet of Things, IoT Through a Multi-Disciplinary Perspective, IFIP Advances in Information and Communication Technology – volume: 18 start-page: 8876 year: 2022 end-page: 8884 ident: br1290 article-title: Secure data transmission in internet of medical things using res-256 algorithm publication-title: IEEE Trans. Ind. Inform. – volume: 12 start-page: 4973 year: 2023 ident: br2290 article-title: Privacy-first paradigm for dynamic consent management systems: empowering data subjects through decentralized data controllers and privacy-preserving techniques publication-title: Electronics – volume: 2024 start-page: 135 year: 2024 end-page: 169 ident: br1970 article-title: A comprehensive review on cryptographic techniques for securing internet of medical things: a state-of-the-art, applications, security attacks, mitigation measures, and future research direction publication-title: Mesop. J. Artif. Intell. Healthc. – volume: 127 start-page: 181 year: 2022 end-page: 193 ident: br0010 article-title: Xsru-iomt: explainable simple recurrent units for threat detection in Internet of Medical Things networks publication-title: Future Gener. Comput. Syst. – volume: 2023 year: 2023 ident: br1110 article-title: Securemed: a blockchain-based privacy-preserving framework for internet of medical things publication-title: Wirel. Commun. Mob. Comput. – volume: 27 start-page: 722 year: 2023 end-page: 731 ident: br0780 article-title: Dew-cloud-based hierarchical federated learning for intrusion detection in iomt publication-title: IEEE J. Biomed. Health Inform. – volume: 28 start-page: 59 year: 2024 end-page: 72 ident: br1450 article-title: Blockchain-assisted secured data management framework for health information analysis based on internet of medical things publication-title: Pers. Ubiquitous Comput. – volume: 7 start-page: e414 year: 2021 ident: br0090 article-title: A systematic review of security and privacy issues in the internet of medical things, the role of machine learning approaches publication-title: PeerJ Comput. Sci. – volume: 10 start-page: 2153 year: 2023 end-page: 2163 ident: br1010 article-title: Patient-centric token-based healthcare blockchain implementation using secure internet of medical things publication-title: IEEE Trans. Comput. Soc. Syst. – volume: 9 start-page: 955 year: 2023 end-page: 967 ident: br1240 article-title: On the design of an ai-driven secure communication scheme for internet of medical things environment publication-title: Digit. Commun. Netw. – volume: 14 start-page: 512 year: 2023 end-page: 522 ident: br0680 article-title: Feature engineering based performance analysis of ml and dl algorithms for botnet attack detection in iomt publication-title: Int. J. Syst. Assur. Eng. Manag. – volume: 2021 year: 2021 ident: br0280 article-title: Secure patient authentication framework in the healthcare system using wireless medical sensor networks publication-title: J. Healthcare Eng. – volume: 48 year: 2023 ident: br2540 article-title: A survey: when moving target defense meets game theory publication-title: Comput. Sci. Rev. – volume: 166 start-page: 110 year: 2021 end-page: 124 ident: br0120 article-title: An ensemble learning and fog-cloud architecture-driven cyber-attack detection framework for iomt networks publication-title: Comput. Commun. – start-page: 1 year: 2023 end-page: 8 ident: br0710 article-title: Image-based zero-day malware detection in iomt devices: a hybrid ai-enabled method publication-title: 2023 24th International Symposium on Quality Electronic Design (ISQED) – volume: 131 start-page: 855 year: 2023 end-page: 876 ident: br0450 article-title: A blockchain-assisted lightweight anonymous authentication scheme for medical services in internet of medical things publication-title: Wirel. Pers. Commun. – volume: 80 start-page: 3284 year: 2024 end-page: 3315 ident: br1710 article-title: Iomt-badt: a blockchain-envisioned secure architecture with a lightweight authentication scheme for the digital twin environment in the internet of medical things publication-title: J. Supercomput. – volume: 43 start-page: 30 year: 2023 end-page: 41 ident: br0670 article-title: Automated detection of cybersecurity attacks in healthcare systems with recursive feature elimination and multilayer perceptron optimization publication-title: Biocybern. Biomed. Eng. – volume: 151 start-page: 162 year: 2024 end-page: 181 ident: br0270 article-title: A scalable and lightweight group authentication framework for internet of medical things using integrated blockchain and fog computing publication-title: Future Gener. Comput. Syst. – volume: 11 start-page: 1197 year: 2023 ident: br0500 article-title: A features-based privacy preserving assessment model for authentication of internet of medical things (iomt) devices in healthcare publication-title: Mathematics – volume: 27 start-page: 261 year: 2023 end-page: 273 ident: br1470 article-title: Blockchain-assisted secured data management framework for health information analysis based on internet of medical things publication-title: Pers. Ubiquitous Comput. – volume: 67 start-page: 1377 year: 2020 end-page: 1386 ident: br1580 article-title: Enhancing medical smartphone networks via blockchain-based trust management against insider attacks publication-title: IEEE Trans. Eng. Manag. – volume: 1 start-page: 259 year: 2020 ident: br2260 article-title: Conception and evaluation of secure circuits for strong digital puf publication-title: SN Comput. Sci. – volume: 75 start-page: 2043 year: 2023 end-page: 2059 ident: br0530 article-title: Efficient certificateless authenticated key agreement for blockchain-enabled internet of medical things publication-title: Comput. Mater. Continua – volume: 10 start-page: 425 year: 2024 end-page: 430 ident: br1690 article-title: Smarthealth: an intelligent framework to secure iomt service applications using machine learning publication-title: ICT Express – volume: 21 start-page: 38 year: 2024 end-page: 52 ident: br2350 article-title: Associative tasks computing offloading scheme in internet of medical things with deep reinforcement learning publication-title: China Commun. – volume: 12 year: 2023 ident: br2130 article-title: Building trust in medical use of artificial intelligence—the swarm learning principle publication-title: J. CME – volume: 8 start-page: 4485 year: 2021 end-page: 4497 ident: br1510 article-title: Ftm-iomt: fuzzy-based trust management for preventing sybil attacks in internet of medical things publication-title: IEEE Internet Things J. – volume: 57 year: 2020 ident: br1530 article-title: Robust decentralised trust management for the internet of things by using game theory publication-title: Inf. Process. Manag. – start-page: 736 year: 2022 end-page: 741 ident: br1910 article-title: Internet of medical things: forensics investigation on zebra phones publication-title: 2022 IEEE 19th International Conference on Mobile Ad Hoc and Smart Systems (MASS) – volume: 208 start-page: 171 year: 2023 end-page: 178 ident: br0400 article-title: An efficient privacy-preserving authentication scheme with enhanced security for iomt applications publication-title: Comput. Commun. – volume: 129 start-page: 2403 year: 2023 end-page: 2417 ident: br0350 article-title: Fast and lightweight authenticated group key agreement realizing privacy protection for resource-constrained iomt publication-title: Wirel. Pers. Commun. – volume: 28 start-page: 107 year: 2023 end-page: 127 ident: br1540 article-title: A comprehensive study of security and cyber-security risk management within e-health systems: synthesis, analysis and a novel quantified approach publication-title: Mob. Netw. Appl. – volume: 22 start-page: 1 year: 2021 end-page: 31 ident: br2560 article-title: Proactive defense for internet-of-things: moving target defense with cyberdeception publication-title: ACM Trans. Internet Technol. – start-page: 563 year: 2020 end-page: 614 ident: br2550 article-title: A review of moving target defense mechanisms for internet of things applications publication-title: Modeling and Design of Secure Internet of Things – volume: 5 start-page: 1023 year: 2023 end-page: 1035 ident: br2460 article-title: Artificial intelligence ethics and challenges in healthcare applications: a comprehensive review in the context of the European gdpr mandate publication-title: Mach. Learn. Knowl. Extr. – volume: 10 start-page: 124777 year: 2022 end-page: 124791 ident: br0200 article-title: A survey: to govern, protect, and detect security principles on internet of medical things (iomt) publication-title: IEEE Access – volume: 73 start-page: 1 year: 2024 end-page: 17 ident: br0020 article-title: An iomt-based wearable thermography system for early breast cancer detection publication-title: IEEE Trans. Instrum. Meas. – start-page: 196 year: 2022 end-page: 201 ident: br1400 article-title: Fpga based light weight encryption of medical data for iomt devices using ascon cipher publication-title: 2022 IEEE International Symposium on Smart Electronic Systems (iSES) – start-page: 440 year: 2020 end-page: 445 ident: br1800 article-title: Secure-iglu: a secure device for noninvasive glucose measurement and automatic insulin delivery in iomt framework publication-title: 2020 IEEE Computer Society Annual Symposium on VLSI (ISVLSI) – volume: 130 start-page: 2175 year: 2023 end-page: 2196 ident: br1300 article-title: Rank-based energy-efficient key management routing for wireless sensor network-based iot medical sensors publication-title: Wirel. Pers. Commun. – volume: 10 start-page: 790 year: 2021 ident: br0440 article-title: Cross-sn: a lightweight authentication scheme for a multi-server platform using iot-based wireless medical sensor network publication-title: Electronics – start-page: 1 year: 2021 end-page: 6 ident: br1670 article-title: Spcs-ioteh: secure privacy-preserving communication scheme for iot-enabled e-health applications publication-title: ICC 2021 - IEEE International Conference on Communications – volume: 21 start-page: 519 year: 2024 end-page: 533 ident: br2570 article-title: Wf-mtd: evolutionary decision method for moving target defense based on Wright-Fisher process publication-title: IEEE Trans. Dependable Secure Comput. – volume: 80 start-page: 865 year: 2024 end-page: 914 ident: br0330 article-title: Tfas: two factor authentication scheme for blockchain enabled iomt using puf and fuzzy extractor publication-title: J. Supercomput. – volume: 33 year: 2021 ident: br1780 article-title: Cybersecurity architecture for the internet of medical things and connected devices using blockchain publication-title: Biomed. Eng. Appl. Basis Commun. – volume: 14 start-page: 491 year: 2023 ident: br2420 article-title: Fortified-grid: fortifying smart grids through the integration of the trusted platform module in internet of things devices publication-title: Information – volume: 35 start-page: 131 year: 2023 end-page: 144 ident: br0700 article-title: A fuzzy-based duo-secure multi-modal framework for iomt anomaly detection publication-title: J. King Saud Univ, Comput. Inf. Sci. – volume: 29 start-page: 2345 year: 2025 end-page: 2352 ident: br0910 article-title: A novel experience-driven and federated intelligent threat-defense framework in iomt publication-title: IEEE J. Biomed. Health Inform. – volume: 19 start-page: 849 year: 2022 end-page: 856 ident: br1480 article-title: Vimdh: visible-imperceptible medical data hiding for internet of medical things publication-title: IEEE Trans. Ind. Inform. – volume: 20 start-page: 4828 year: 2020 ident: br0160 article-title: Security in iomt communications: a survey publication-title: Sensors – start-page: 585 year: 2023 end-page: 599 ident: br0650 article-title: Botnet attacks detection using embedded feature selection methods for secure iomt environment publication-title: Pervasive Computing and Social Networking – start-page: 441 year: 2022 end-page: 445 ident: br1040 article-title: Rlwe-based privacy-preserving data sharing scheme for internet of medical things system publication-title: 2022 3rd International Conference on Electronics, Communications and Information Technology (CECIT) – volume: 33 year: 2022 ident: br2090 article-title: An efficient iomt based health monitoring using complex valued deep cnn and political optimizer publication-title: Trans. Emerg. Telecommun. Technol. – start-page: 1 year: 2021 end-page: 5 ident: br2430 article-title: A gdpr-compliant framework for iot-based personal health records using blockchain publication-title: 2021 11th IFIP International Conference on New Technologies, Mobility and Security (NTMS) – volume: 57 start-page: 238 year: 2024 ident: br2500 article-title: Blockchain, artificial intelligence, and healthcare: the tripod of future—a narrative review publication-title: Artif. Intell. Rev. – volume: 7 start-page: 229 year: 2024 ident: br2520 article-title: Mapping the regulatory landscape for artificial intelligence in health within the European Union publication-title: npj Digit. Med. – volume: 26 start-page: 1969 year: 2022 end-page: 1976 ident: br0810 article-title: An intrusion detection mechanism for secured iomt framework based on swarm-neural network publication-title: IEEE J. Biomed. Health Inform. – volume: 25 year: 2024 ident: br1360 article-title: Fast and lightweight image cryptosystem for iomt applications publication-title: Internet of Things – start-page: 122 year: 2021 end-page: 129 ident: br1560 article-title: Enhancing trust-based medical smartphone networks via blockchain-based traffic sampling publication-title: 2021 IEEE 20th International Conference on Trust, Security and Privacy in Computing and Communications (TrustCom) – start-page: 126 year: 2022 end-page: 136 ident: br0190 article-title: An overview on security and privacy of data in iomt devices: performance metrics, merits, demerits, and challenges publication-title: pHealth 2022 – start-page: 218 year: 2022 end-page: 227 ident: br0620 article-title: Deepcad: a stand-alone deep neural network-based framework for classification and anomaly detection in smart healthcare systems publication-title: 2022 IEEE International Conference on Digital Health (ICDH) – volume: 44 start-page: 267 year: 2023 end-page: 282 ident: br1440 article-title: Proof of activity protocol for iomt data security publication-title: Comput. Syst. Sci. Eng. – volume: 160 start-page: 697 year: 2020 end-page: 705 ident: br0140 article-title: Sdn orchestration to combat evolving cyber threats in internet of medical things (iomt) publication-title: Comput. Commun. – volume: 1 start-page: 1 year: 2020 end-page: 13 ident: br2270 article-title: Machine learning attacks and countermeasures for puf-based iot edge node security publication-title: SN Comput. Sci. – start-page: 1782 year: 2023 end-page: 1788 ident: br1330 article-title: An efficient dual encryption of iomt data using lightweight security scheme for cloud based iot environment publication-title: Proceedings of the 38th ACM/SIGAPP Symposium on Applied Computing, SAC '23 – volume: 34 year: 2022 ident: br1410 article-title: An efficient lightweight encryption model with re-encryption scheme to create robust blockchain architecture for covid-19 data publication-title: Trans. Emerg. Telecommun. Technol. – volume: vol. 2603 year: 2023 ident: br1320 article-title: Multitier Security for Iomt Using Hecc with Dsa in Cloud Environment publication-title: AIP Conference Proceedings – volume: 70 start-page: 5524 year: 2024 end-page: 5532 ident: br2340 article-title: 6gtelmed: resources recommendation framework on 6g enabled distributed telemedicine using edge-ai publication-title: IEEE Trans. Consum. Electron. – volume: 10 start-page: 1515 year: 2022 end-page: 1527 ident: br1640 article-title: Access control and privacy-preserving blockchain-based system for diseases management publication-title: IEEE Trans. Comput. Soc. Syst. – volume: 212 year: 2022 ident: br1430 article-title: Secure medical data management with privacy-preservation and authentication properties in smart healthcare system publication-title: Comput. Netw. – volume: 12 year: 2022 ident: br1660 article-title: Blockchain-based multiple authorities attribute-based encryption for ehr access control scheme publication-title: Appl. Sci. – volume: 9 start-page: 24 year: 2025 ident: br2510 article-title: Privacy-enhancing technologies in collaborative healthcare analysis publication-title: Cryptography – volume: 19 start-page: 7905 year: 2023 end-page: 7913 ident: br1170 article-title: Federated learning-empowered disease diagnosis mechanism in the internet of medical things: from the privacy-preservation perspective publication-title: IEEE Trans. Ind. Inform. – volume: 3 year: 2025 ident: br1610 article-title: Authentication, access control and scalability models in internet of things security–a review publication-title: Cyber Secur. Appl. – volume: 21 start-page: 1540 year: 2024 end-page: 1554 ident: br1080 article-title: A differentially privacy assisted federated learning scheme to preserve data privacy for iomt applications publication-title: IEEE Trans. Netw. Serv. Manag. – year: 2024 ident: br0250 article-title: Sankeymatic: a tool for creating interactive Sankey diagrams – volume: 617 start-page: 133 year: 2022 end-page: 149 ident: br0980 article-title: Anomaly detection in internet of medical things with blockchain from the perspective of deep neural network publication-title: Inf. Sci. – volume: 36 start-page: 2773 year: 2023 end-page: 2786 ident: br1760 article-title: A framework for securing Saudi Arabian hospital industry: vision-2030 perspective publication-title: Intell. Autom. Soft Comput. – volume: 21 year: 2023 ident: br1270 article-title: A feasibility study of multi-mode intelligent fusion medical data transmission technology of industrial internet of things combined with medical internet of things publication-title: Internet of Things – start-page: 971 year: 2022 end-page: 979 ident: br0540 article-title: Blockchain enabled biometric security in internet-of-medical-things (iomt) devices publication-title: 2022 International Conference on Augmented Intelligence and Sustainable Systems (ICAISS) – start-page: 1 year: 2023 end-page: 6 ident: br0890 article-title: Detection of malicious traffic in iomt environment using intelligent xgboost approach publication-title: 2022 OPJU International Technology Conference on Emerging Technologies for Sustainable Development (OTCON) – volume: 101 year: 2022 ident: br0570 article-title: A smart secure healthcare monitoring system with internet of medical things publication-title: Comput. Electr. Eng. – volume: 10 start-page: 435 year: 2024 end-page: 454 ident: br1340 article-title: Security enhancement of the access control scheme in iomt applications based on fuzzy logic processing and lightweight encryption publication-title: Complex Intell. Syst. – volume: 87 start-page: 471 year: 2020 end-page: 481 ident: br2490 article-title: Patient data-sharing for ai: ethical challenges, catholic solutions publication-title: Linacre Q. – volume: 79 start-page: 5276 year: 2023 end-page: 5290 ident: br1260 article-title: A secured internet of robotic things (iort) for long-term care services in a smart building publication-title: J. Supercomput. – volume: 83 start-page: 10411 year: 2024 end-page: 10436 ident: br1380 article-title: An iomt image crypto-system based on spatial watermarking and asymmetric encryption publication-title: Multimed. Tools Appl. – start-page: 541 year: 2022 end-page: 546 ident: br1820 article-title: An intelligent platform for threat assessment and cyber-attack mitigation in iomt ecosystems publication-title: 2022 IEEE Globecom Workshops (GC Wkshps) – volume: vol. 1243 start-page: 107 year: 2020 end-page: 119 ident: br1030 article-title: A developer driven framework for security and privacy in the internet of medical things publication-title: Systems, Software and Services Process Improvement – volume: 594 start-page: 265 year: 2021 end-page: 270 ident: br2160 article-title: Swarm learning for decentralized and confidential clinical machine learning publication-title: Nature – volume: 632 start-page: 776 year: 2023 end-page: 790 ident: br0840 article-title: Implementation of art therapy assisted by the internet of medical things based on blockchain and fuzzy set theory publication-title: Inf. Sci. – start-page: 742 year: 2022 end-page: 747 ident: br1830 article-title: Medical device security regulations and assessment case studies publication-title: 2022 IEEE 19th International Conference on Mobile Ad Hoc and Smart Systems (MASS) – volume: 17 start-page: 2422 year: 2022 end-page: 2433 ident: br1150 article-title: An anonymous iot-based e-health monitoring system using blockchain technology publication-title: IEEE Syst. J. – volume: 101 start-page: 1455 year: 2023 end-page: 1468 ident: br1730 article-title: A framework for developing secure internet of medical things: a comprehensive roadmap from an artificial intelligence perspective publication-title: J. Theor. Appl. Inf. Technol. – volume: 27 start-page: 9151 year: 2023 end-page: 9168 ident: br1280 article-title: Efficient medical image security and transmission using modified lzw compression and ecdh-aes for telemedicine applications publication-title: Soft Comput. – volume: 4 start-page: 45 year: 2022 ident: br1420 article-title: An integrated secure efficient computing architecture for embedded and remote ecg diagnosis publication-title: SN Comput. Sci. – volume: 12 start-page: 731 year: 2021 end-page: 737 ident: br0170 article-title: Security, privacy and trust in iomt enabled smart healthcare system: a systematic review of current and future trends publication-title: Int. J. Adv. Comput. Sci. Appl. – volume: 32 start-page: 4347 year: 2020 end-page: 4360 ident: br0390 article-title: Multi-layer security scheme for implantable medical devices publication-title: Neural Comput. Appl. – volume: 8 start-page: 15672 year: 2021 end-page: 15682 ident: br1570 article-title: Neurotrust—artificial-neural-network-based intelligent trust management mechanism for large-scale internet of medical things publication-title: IEEE Internet Things J. – year: 2025 ident: br1940 article-title: 99% of healthcare orgs managing IoMT devices with known exploited vulnerabilities – volume: 27 start-page: 744 year: 2023 end-page: 755 ident: br1120 article-title: Privacy enhancing and scalable federated learning to accelerate ai implementation in cross-silo and iomt environments publication-title: IEEE J. Biomed. Health Inform. – volume: 148 year: 2025 ident: br2250 article-title: Encoder decoder-based virtual physically unclonable function for internet of things device authentication using split-learning publication-title: Comput. Secur. – start-page: 418 year: 2020 end-page: 422 ident: br0870 article-title: Intrusion detection in smart city hospitals using ensemble classifiers publication-title: 2020 13th International Conference on Developments in eSystems Engineering (DeSE) – start-page: 84 year: 2024 end-page: 91 ident: br0220 article-title: Mapping cyber attacks on the internet of medical things: a taxonomic review publication-title: 2024 19th Annual System of Systems Engineering Conference (SoSE) – volume: 8 start-page: 13183 year: 2021 end-page: 13195 ident: br0580 article-title: Psl-maaka: provably secure and lightweight mutual authentication and key agreement protocol for fully public channels in internet of medical things publication-title: IEEE Internet Things J. – volume: 72 start-page: 1 year: 2023 end-page: 9 ident: br0130 article-title: A smart healthcare framework for accurate detection of schizophrenia using multichannel eeg publication-title: IEEE Trans. Instrum. Meas. – volume: 11 start-page: 9543 year: 2024 end-page: 9555 ident: br0310 article-title: Quantum secure authentication scheme for internet of medical things using blockchain publication-title: IEEE Internet Things J. – volume: 16 start-page: 4875 year: 2024 end-page: 4886 ident: br1700 article-title: An iomt data security framework with hyperledger fabric for smart cities publication-title: Int. J. Inf. Technol. – volume: 139 start-page: 57 year: 2019 end-page: 74 ident: br1620 article-title: Policy-based access control for constrained healthcare resources in the context of the internet of things publication-title: J. Netw. Comput. Appl. – volume: 84 start-page: 523 year: 2010 end-page: 538 ident: br0240 article-title: Software survey: vosviewer, a computer program for bibliometric mapping publication-title: Scientometrics – start-page: 1 year: 2021 end-page: 5 ident: br0590 article-title: An efficient use of privacy preserving resources in iot based healthcare publication-title: 2021 10th International Conference on Internet of Everything, Microwave Engineering, Communication and Networks (IEMECON) – volume: 12 start-page: 45923 year: 2024 end-page: 45935 ident: br2200 article-title: Elliptic crypt with secured blockchain assisted federated q-learning framework for smart healthcare publication-title: IEEE Access – volume: 14 start-page: 4661 year: 2022 ident: br1650 article-title: Acm-sh: an efficient access control and key establishment mechanism for sustainable smart healthcare publication-title: Sustainability – start-page: 233 year: 2023 end-page: 262 ident: br2410 article-title: The pseudorandom oracle model and ideal obfuscation publication-title: Advances in Cryptology – CRYPTO 2023 – start-page: 485 year: 2022 end-page: 496 ident: br0110 article-title: Whte: weighted hoeffding tree ensemble for network attack detection at fog-iomt publication-title: Advances and Trends in Artificial Intelligence, Theory and Practices in Artificial Intelligence – start-page: 301 year: 2020 end-page: 308 ident: br1890 article-title: On a security-oriented design framework for medical iot devices: the hardware security perspective publication-title: 2020 23rd Euromicro Conference on Digital System Design (DSD) – volume: 22 year: 2023 ident: br0480 article-title: A novel authentication protocol to ensure confidentiality among the internet of medical things in covid-19 and future pandemic scenario publication-title: Internet of Things – volume: 19 start-page: 2457 year: 2021 end-page: 2475 ident: br2230 article-title: Puf-rake: a puf-based robust and lightweight authentication and key establishment protocol publication-title: IEEE Trans. Dependable Secure Comput. – volume: 12 start-page: 15032 year: 2025 end-page: 15039 ident: br2020 article-title: An efficient blockchain-powered authentication scheme for secure communication in iomt publication-title: IEEE Internet Things J. – volume: 80 start-page: 10255 year: 2024 end-page: 10274 ident: br1090 article-title: A privacy-preserved iomt-based mental stress detection framework with federated learning publication-title: J. Supercomput. – volume: 26 year: 2024 ident: br1950 article-title: Lightweight authentication protocol for connected medical iot through privacy-preserving access publication-title: Egypt. Inform. J. – volume: 36 year: 2024 ident: br1070 article-title: Enhancing healthcare security: time-based authentication for privacy-preserving iomt sensor monitoring framework leveraging blockchain technology publication-title: Concurr. Comput. Pract. Exp. – year: 2024 ident: br2100 article-title: Balancing privacy and performance in federated learning: a systematic literature review on methods and metrics publication-title: J. Parallel Distrib. Comput. – volume: 662 year: 2024 ident: br2320 article-title: Fuzzy inference system with interpretable fuzzy rules: advancing explainable artificial intelligence for disease diagnosis—a comprehensive review publication-title: Inf. Sci. – volume: 14 start-page: 317 year: 2024 end-page: 321 ident: br2470 article-title: Ethical principles in dental healthcare: relevance in the current technological era of artificial intelligence publication-title: J. Oral Biol. Craniofac. Res. – volume: 27 start-page: 823 year: 2023 end-page: 834 ident: br1140 article-title: Iomt: a covid-19 healthcare system driven by federated learning and blockchain publication-title: IEEE J. Biomed. Health Inform. – volume: 6 year: 2024 ident: br0630 article-title: Rclnet: an effective anomaly-based intrusion detection for securing the iomt system publication-title: Front. Digit. Health – volume: 7 start-page: 113 year: 2024 ident: br2480 article-title: Sync fast and solve things—best practices for responsible digital health publication-title: npj Digit. Med. – volume: 83 start-page: 1 year: 2024 end-page: 36 ident: br1350 article-title: Lightweight medical-image encryption technique for iomt based healthcare applications publication-title: Multimed. Tools Appl. – volume: 164 start-page: 152 year: 2022 end-page: 167 ident: br0150 article-title: Scalable blockchain model using off-chain ipfs storage for healthcare data security and privacy publication-title: J. Parallel Distrib. Comput. – volume: 101 year: 2024 ident: br1100 article-title: Fed-inforce-fusion: a federated reinforcement-based fusion model for security and privacy protection of iomt networks against cyber-attacks publication-title: Inf. Fusion – volume: 10 start-page: 2562 year: 2021 ident: br0790 article-title: An anomaly-based intrusion detection system for internet of medical things networks publication-title: Electronics – volume: 180 year: 2024 ident: br1520 article-title: Blockchain enabled dynamic trust management method for the internet of medical things publication-title: Decis. Support Syst. – volume: 12 year: 2023 ident: 10.1016/j.jpdc.2025.105172_br2130 article-title: Building trust in medical use of artificial intelligence—the swarm learning principle publication-title: J. CME doi: 10.1080/28338073.2022.2162202 – volume: 3 start-page: 344 year: 2022 ident: 10.1016/j.jpdc.2025.105172_br0370 article-title: Pufchain 2.0: hardware-assisted robust blockchain for sustainable simultaneous device and data security in smart healthcare publication-title: SN Comput. Sci. doi: 10.1007/s42979-022-01238-2 – volume: 18 start-page: 8916 year: 2022 ident: 10.1016/j.jpdc.2025.105172_br1180 article-title: In the digital age of 5g networks: seamless privacy-preserving authentication for cognitive-inspired internet of medical things publication-title: IEEE Trans. Ind. Inform. doi: 10.1109/TII.2022.3172139 – volume: 9 start-page: 8883 year: 2022 ident: 10.1016/j.jpdc.2025.105172_br0460 article-title: Blockchain and puf-based lightweight authentication protocol for wireless medical sensor networks publication-title: IEEE Internet Things J. doi: 10.1109/JIOT.2021.3117762 – volume: 617 start-page: 133 year: 2022 ident: 10.1016/j.jpdc.2025.105172_br0980 article-title: Anomaly detection in internet of medical things with blockchain from the perspective of deep neural network publication-title: Inf. Sci. doi: 10.1016/j.ins.2022.10.060 – start-page: 1 year: 2020 ident: 10.1016/j.jpdc.2025.105172_br1490 article-title: B-dct based watermarking algorithm for patient data protection in iomt – volume: 10 start-page: 5190 year: 2023 ident: 10.1016/j.jpdc.2025.105172_br2580 article-title: Qb-imd: a secure medical data processing system with privacy protection based on quantum blockchain for iomt publication-title: IEEE Internet Things J. – start-page: 218 year: 2022 ident: 10.1016/j.jpdc.2025.105172_br0620 article-title: Deepcad: a stand-alone deep neural network-based framework for classification and anomaly detection in smart healthcare systems – volume: 11 start-page: 1197 year: 2023 ident: 10.1016/j.jpdc.2025.105172_br0500 article-title: A features-based privacy preserving assessment model for authentication of internet of medical things (iomt) devices in healthcare publication-title: Mathematics doi: 10.3390/math11051197 – volume: 14 year: 2022 ident: 10.1016/j.jpdc.2025.105172_br1200 article-title: Flexible-clustering based on application priority to improve iomt efficiency and dependability publication-title: Sustainability doi: 10.3390/su141710666 – volume: 18 start-page: 8876 year: 2022 ident: 10.1016/j.jpdc.2025.105172_br1290 article-title: Secure data transmission in internet of medical things using res-256 algorithm publication-title: IEEE Trans. Ind. Inform. doi: 10.1109/TII.2021.3126119 – volume: 70 start-page: 184 year: 2024 ident: 10.1016/j.jpdc.2025.105172_br1210 article-title: A public key authentication and privacy preserving model for securing healthcare system publication-title: IETE J. Res. – volume: 2022 year: 2022 ident: 10.1016/j.jpdc.2025.105172_br0850 article-title: An ai-driven hybrid framework for intrusion detection in iot-enabled e-health publication-title: Comput. Intell. Neurosci. doi: 10.1155/2022/6096289 – volume: 33 year: 2022 ident: 10.1016/j.jpdc.2025.105172_br2090 article-title: An efficient iomt based health monitoring using complex valued deep cnn and political optimizer publication-title: Trans. Emerg. Telecommun. Technol. – volume: 5 start-page: 1187 year: 2025 ident: 10.1016/j.jpdc.2025.105172_br2450 article-title: Securing ai in global health research: a framework for cross-border data collaboration publication-title: Clin. Med. Health Res. J. doi: 10.18535/cmhrj.v5i02.457 – volume: 101 year: 2024 ident: 10.1016/j.jpdc.2025.105172_br1100 article-title: Fed-inforce-fusion: a federated reinforcement-based fusion model for security and privacy protection of iomt networks against cyber-attacks publication-title: Inf. Fusion doi: 10.1016/j.inffus.2023.102002 – volume: 32 start-page: 1763 year: 2022 ident: 10.1016/j.jpdc.2025.105172_br1900 article-title: Analyzing the implications of healthcare data breaches through computational technique publication-title: Intell. Autom. Soft Comput. doi: 10.32604/iasc.2022.023460 – volume: 71 start-page: 3839 year: 2022 ident: 10.1016/j.jpdc.2025.105172_br0770 article-title: An iot-based intrusion detection system approach for tcp syn attacks publication-title: Comput. Mater. Continua doi: 10.32604/cmc.2022.023399 – volume: 8 start-page: 15965 year: 2021 ident: 10.1016/j.jpdc.2025.105172_br2080 article-title: Trustworthy and intelligent covid-19 diagnostic iomt through xr and deep-learning-based clinic data access publication-title: IEEE Internet Things J. doi: 10.1109/JIOT.2021.3055804 – start-page: 1 year: 2021 ident: 10.1016/j.jpdc.2025.105172_br0590 article-title: An efficient use of privacy preserving resources in iot based healthcare – volume: 33 year: 2021 ident: 10.1016/j.jpdc.2025.105172_br1780 article-title: Cybersecurity architecture for the internet of medical things and connected devices using blockchain publication-title: Biomed. Eng. Appl. Basis Commun. doi: 10.4015/S1016237221500137 – volume: 12 start-page: 107 year: 2023 ident: 10.1016/j.jpdc.2025.105172_br0360 article-title: Nahap: puf-based three factor authentication system for internet of medical things publication-title: IEEE Consum. Electron. Mag. doi: 10.1109/MCE.2022.3176420 – start-page: 233 year: 2023 ident: 10.1016/j.jpdc.2025.105172_br2410 article-title: The pseudorandom oracle model and ideal obfuscation – start-page: 126 year: 2022 ident: 10.1016/j.jpdc.2025.105172_br0190 article-title: An overview on security and privacy of data in iomt devices: performance metrics, merits, demerits, and challenges – volume: 15 start-page: 1 year: 2023 ident: 10.1016/j.jpdc.2025.105172_br0510 article-title: A multifactor ring signature based authentication scheme for quality assessment of iomt environment in covid-19 scenario publication-title: ACM J. Data Inf. Quality doi: 10.1145/3575811 – volume: 14 year: 2022 ident: 10.1016/j.jpdc.2025.105172_br0950 article-title: A particle swarm optimization and deep learning approach for intrusion detection system in internet of medical things publication-title: Sustainability doi: 10.3390/su141912828 – start-page: 1 year: 2021 ident: 10.1016/j.jpdc.2025.105172_br1670 article-title: Spcs-ioteh: secure privacy-preserving communication scheme for iot-enabled e-health applications – volume: 10 start-page: 2562 year: 2021 ident: 10.1016/j.jpdc.2025.105172_br0790 article-title: An anomaly-based intrusion detection system for internet of medical things networks publication-title: Electronics doi: 10.3390/electronics10212562 – volume: 10 start-page: 12308 year: 2023 ident: 10.1016/j.jpdc.2025.105172_br1720 article-title: Fortified-chain 2.0: intelligent blockchain for decentralized smart healthcare system publication-title: IEEE Internet Things J. doi: 10.1109/JIOT.2023.3247452 – volume: 7 start-page: 229 year: 2024 ident: 10.1016/j.jpdc.2025.105172_br2520 article-title: Mapping the regulatory landscape for artificial intelligence in health within the European Union publication-title: npj Digit. Med. doi: 10.1038/s41746-024-01221-6 – year: 2024 ident: 10.1016/j.jpdc.2025.105172_br2100 article-title: Balancing privacy and performance in federated learning: a systematic literature review on methods and metrics publication-title: J. Parallel Distrib. Comput. doi: 10.1016/j.jpdc.2024.104918 – volume: 3 start-page: 963 year: 2022 ident: 10.1016/j.jpdc.2025.105172_br2120 article-title: Decentralized deep learning for multi-access edge computing: a survey on communication efficiency and trustworthiness publication-title: IEEE Trans. Artif. Intell. doi: 10.1109/TAI.2021.3133819 – volume: 6 year: 2024 ident: 10.1016/j.jpdc.2025.105172_br0630 article-title: Rclnet: an effective anomaly-based intrusion detection for securing the iomt system publication-title: Front. Digit. Health doi: 10.3389/fdgth.2024.1467241 – year: 2024 ident: 10.1016/j.jpdc.2025.105172_br2110 article-title: Survey of federated learning in intrusion detection publication-title: J. Parallel Distrib. Comput. – volume: 15 start-page: 3331 year: 2024 ident: 10.1016/j.jpdc.2025.105172_br1960 article-title: Lightweight and privacy-preserving device-to-device authentication to enable secure transitive communication in iot-based smart healthcare systems publication-title: J. Ambient Intell. Humaniz. Comput. doi: 10.1007/s12652-024-04810-1 – volume: 2 start-page: 429 year: 2021 ident: 10.1016/j.jpdc.2025.105172_br2280 article-title: Implementation of a secure and privacy-aware e-health record and iot data sharing using blockchain publication-title: Glob. Transit. Proc. doi: 10.1016/j.gltp.2021.08.033 – volume: 8 start-page: 4485 year: 2021 ident: 10.1016/j.jpdc.2025.105172_br1510 article-title: Ftm-iomt: fuzzy-based trust management for preventing sybil attacks in internet of medical things publication-title: IEEE Internet Things J. doi: 10.1109/JIOT.2020.3027440 – start-page: 1233 year: 2022 ident: 10.1016/j.jpdc.2025.105172_br0720 article-title: A secure framework for remote healthcare monitoring using the internet of medical things – volume: 160 start-page: 14 year: 2024 ident: 10.1016/j.jpdc.2025.105172_br2170 article-title: Review on federated learning for digital transformation in healthcare through big data analytics publication-title: Future Gener. Comput. Syst. doi: 10.1016/j.future.2024.05.046 – start-page: 1 year: 2021 ident: 10.1016/j.jpdc.2025.105172_br2430 article-title: A gdpr-compliant framework for iot-based personal health records using blockchain – volume: 27 start-page: 261 year: 2023 ident: 10.1016/j.jpdc.2025.105172_br1470 article-title: Blockchain-assisted secured data management framework for health information analysis based on internet of medical things publication-title: Pers. Ubiquitous Comput. – volume: 161 start-page: 655 year: 2024 ident: 10.1016/j.jpdc.2025.105172_br0300 article-title: Poah 2.0: ai-empowered dynamic authentication based adaptive blockchain consensus for iomt-edge workflow publication-title: Future Gener. Comput. Syst. doi: 10.1016/j.future.2024.07.048 – volume: 43 start-page: 30 year: 2023 ident: 10.1016/j.jpdc.2025.105172_br0670 article-title: Automated detection of cybersecurity attacks in healthcare systems with recursive feature elimination and multilayer perceptron optimization publication-title: Biocybern. Biomed. Eng. doi: 10.1016/j.bbe.2022.11.005 – volume: 33 start-page: 532 year: 2021 ident: 10.1016/j.jpdc.2025.105172_br0610 article-title: A formally verified authentication protocol in secure framework for mobile healthcare during covid-19-like pandemic publication-title: Connect. Sci. doi: 10.1080/09540091.2020.1854180 – start-page: 440 year: 2020 ident: 10.1016/j.jpdc.2025.105172_br1800 article-title: Secure-iglu: a secure device for noninvasive glucose measurement and automatic insulin delivery in iomt framework – volume: 10 start-page: 2153 year: 2023 ident: 10.1016/j.jpdc.2025.105172_br1010 article-title: Patient-centric token-based healthcare blockchain implementation using secure internet of medical things publication-title: IEEE Trans. Comput. Soc. Syst. doi: 10.1109/TCSS.2022.3194872 – start-page: 441 year: 2022 ident: 10.1016/j.jpdc.2025.105172_br1040 article-title: Rlwe-based privacy-preserving data sharing scheme for internet of medical things system – volume: 28 start-page: 107 year: 2023 ident: 10.1016/j.jpdc.2025.105172_br1540 article-title: A comprehensive study of security and cyber-security risk management within e-health systems: synthesis, analysis and a novel quantified approach publication-title: Mob. Netw. Appl. doi: 10.1007/s11036-022-02042-1 – volume: vol. 12658 start-page: 120 year: 2021 ident: 10.1016/j.jpdc.2025.105172_br2140 article-title: On the fairness of swarm learning in skin lesion classification – volume: 10 start-page: 790 year: 2021 ident: 10.1016/j.jpdc.2025.105172_br0440 article-title: Cross-sn: a lightweight authentication scheme for a multi-server platform using iot-based wireless medical sensor network publication-title: Electronics doi: 10.3390/electronics10070790 – volume: 12 start-page: 971 year: 2022 ident: 10.1016/j.jpdc.2025.105172_br1390 article-title: Obfuscated aes cryptosystem for secure medical imaging systems in iomt edge devices publication-title: Health Technol. doi: 10.1007/s12553-022-00686-3 – start-page: 301 year: 2020 ident: 10.1016/j.jpdc.2025.105172_br1890 article-title: On a security-oriented design framework for medical iot devices: the hardware security perspective – volume: 7 year: 2025 ident: 10.1016/j.jpdc.2025.105172_br1990 article-title: Next-gen fortified health monitoring for cyber physical systems in internet of things using logistic maps based encryption publication-title: Eng. Res. Express doi: 10.1088/2631-8695/ad988c – volume: 12 year: 2022 ident: 10.1016/j.jpdc.2025.105172_br1660 article-title: Blockchain-based multiple authorities attribute-based encryption for ehr access control scheme publication-title: Appl. Sci. – volume: 160 start-page: 139 year: 2020 ident: 10.1016/j.jpdc.2025.105172_br0880 article-title: An effective feature engineering for DNN using hybrid PCA-GWO for intrusion detection in iomt architecture publication-title: Comput. Commun. doi: 10.1016/j.comcom.2020.05.048 – volume: 19 start-page: 7905 year: 2023 ident: 10.1016/j.jpdc.2025.105172_br1170 article-title: Federated learning-empowered disease diagnosis mechanism in the internet of medical things: from the privacy-preservation perspective publication-title: IEEE Trans. Ind. Inform. doi: 10.1109/TII.2022.3210597 – volume: 27 start-page: 9151 year: 2023 ident: 10.1016/j.jpdc.2025.105172_br1280 article-title: Efficient medical image security and transmission using modified lzw compression and ecdh-aes for telemedicine applications publication-title: Soft Comput. doi: 10.1007/s00500-023-08499-w – start-page: 1 year: 2025 ident: 10.1016/j.jpdc.2025.105172_br2040 article-title: A blockchain-enabled ai-driven secure searchable encryption framework for medical iot systems publication-title: IEEE J. Biomed. Health Inform. – volume: 10 start-page: 124777 year: 2022 ident: 10.1016/j.jpdc.2025.105172_br0200 article-title: A survey: to govern, protect, and detect security principles on internet of medical things (iomt) publication-title: IEEE Access doi: 10.1109/ACCESS.2022.3225038 – volume: 12 start-page: 4973 year: 2023 ident: 10.1016/j.jpdc.2025.105172_br2290 article-title: Privacy-first paradigm for dynamic consent management systems: empowering data subjects through decentralized data controllers and privacy-preserving techniques publication-title: Electronics doi: 10.3390/electronics12244973 – volume: 8 start-page: 15694 year: 2021 ident: 10.1016/j.jpdc.2025.105172_br0470 article-title: A lightweight and robust secure key establishment protocol for internet of medical things in covid-19 patients care publication-title: IEEE Internet Things J. doi: 10.1109/JIOT.2020.3047662 – volume: 25 start-page: 3498 year: 2025 ident: 10.1016/j.jpdc.2025.105172_br2380 article-title: Effects of dielectric properties of human body on communication link margins and specific absorption rate of implanted antenna system publication-title: Sensors doi: 10.3390/s25113498 – volume: 192 year: 2024 ident: 10.1016/j.jpdc.2025.105172_br2030 article-title: Meta-fed ids: meta-learning and federated learning based fog-cloud approach to detect known and zero-day cyber attacks in iomt networks publication-title: J. Parallel Distrib. Comput. doi: 10.1016/j.jpdc.2024.104934 – volume: 1 start-page: 259 year: 2020 ident: 10.1016/j.jpdc.2025.105172_br2260 article-title: Conception and evaluation of secure circuits for strong digital puf publication-title: SN Comput. Sci. doi: 10.1007/s42979-020-00274-0 – volume: 48 year: 2023 ident: 10.1016/j.jpdc.2025.105172_br2540 article-title: A survey: when moving target defense meets game theory publication-title: Comput. Sci. Rev. doi: 10.1016/j.cosrev.2023.100544 – volume: 127 start-page: 181 year: 2022 ident: 10.1016/j.jpdc.2025.105172_br0010 article-title: Xsru-iomt: explainable simple recurrent units for threat detection in Internet of Medical Things networks publication-title: Future Gener. Comput. Syst. doi: 10.1016/j.future.2021.09.010 – volume: 166 start-page: 110 year: 2021 ident: 10.1016/j.jpdc.2025.105172_br0120 article-title: An ensemble learning and fog-cloud architecture-driven cyber-attack detection framework for iomt networks publication-title: Comput. Commun. doi: 10.1016/j.comcom.2020.12.003 – volume: 27 start-page: 744 year: 2023 ident: 10.1016/j.jpdc.2025.105172_br1120 article-title: Privacy enhancing and scalable federated learning to accelerate ai implementation in cross-silo and iomt environments publication-title: IEEE J. Biomed. Health Inform. doi: 10.1109/JBHI.2022.3185418 – volume: 2020 start-page: 1 year: 2020 ident: 10.1016/j.jpdc.2025.105172_br1880 article-title: Evaluating security of internet of medical things using the analytic network process method publication-title: Secur. Commun. Netw. – volume: 8 start-page: 15704 year: 2021 ident: 10.1016/j.jpdc.2025.105172_br1870 article-title: Dependability and security quantification of an internet of medical things infrastructure based on cloud-fog-edge continuum for healthcare monitoring using hierarchical models publication-title: IEEE Internet Things J. doi: 10.1109/JIOT.2021.3081420 – volume: 192 start-page: 373 year: 2022 ident: 10.1016/j.jpdc.2025.105172_br1160 article-title: Privacy aware internet of medical things data certification framework on healthcare blockchain of 5g edge publication-title: Comput. Commun. doi: 10.1016/j.comcom.2022.06.013 – volume: 42 start-page: 1289 year: 2022 ident: 10.1016/j.jpdc.2025.105172_br0550 article-title: Gray-hole attack minimization in iomt with 5g based d2d networks publication-title: Comput. Syst. Sci. Eng. doi: 10.32604/csse.2022.023609 – volume: 21 start-page: 519 year: 2024 ident: 10.1016/j.jpdc.2025.105172_br2570 article-title: Wf-mtd: evolutionary decision method for moving target defense based on Wright-Fisher process publication-title: IEEE Trans. Dependable Secure Comput. – start-page: 1 year: 2023 ident: 10.1016/j.jpdc.2025.105172_br0490 article-title: A secure and efficient scheme for mutual authentication for integrity of exchanged data in iomt – volume: 16 start-page: 69 year: 2021 ident: 10.1016/j.jpdc.2025.105172_br1860 article-title: A readiness assessment tool for wireless internet of medical things (wiomt) for intra-country contextualisation publication-title: J. Eng. Sci. Technol. – volume: 125 year: 2023 ident: 10.1016/j.jpdc.2025.105172_br2400 article-title: A systematic security assessment and review of internet of things in the context of authentication publication-title: Comput. Secur. doi: 10.1016/j.cose.2022.103053 – volume: 11 start-page: 8757 year: 2021 ident: 10.1016/j.jpdc.2025.105172_br1220 article-title: Homomorphic encryption based privacy-preservation for iomt publication-title: Appl. Sci. doi: 10.3390/app11188757 – volume: 33 year: 2022 ident: 10.1016/j.jpdc.2025.105172_br0180 article-title: A survey on security threats and countermeasures in internet of medical things (iomt) publication-title: Trans. Emerg. Telecommun. Technol. – volume: vol. 3 start-page: 119 year: 1997 ident: 10.1016/j.jpdc.2025.105172_br2390 article-title: Formal methods for the analysis and design of cryptographic protocols: a state-of-the-art review – volume: 9 start-page: 955 year: 2023 ident: 10.1016/j.jpdc.2025.105172_br1240 article-title: On the design of an ai-driven secure communication scheme for internet of medical things environment publication-title: Digit. Commun. Netw. – volume: 14 start-page: 4853 year: 2023 ident: 10.1016/j.jpdc.2025.105172_br0410 article-title: Secure data authentication and access control protocol for industrial healthcare system publication-title: J. Ambient Intell. Humaniz. Comput. doi: 10.1007/s12652-022-04370-2 – start-page: 422 year: 2022 ident: 10.1016/j.jpdc.2025.105172_br0900 article-title: Edge intelligence based mitigation of false data injection attack in iomt framework – volume: 170 start-page: 209 year: 2021 ident: 10.1016/j.jpdc.2025.105172_br0990 article-title: A hybrid dl-driven intelligent sdn-enabled malware detection framework for internet of medical things (iomt) publication-title: Comput. Commun. doi: 10.1016/j.comcom.2021.01.013 – start-page: 485 year: 2022 ident: 10.1016/j.jpdc.2025.105172_br0110 article-title: Whte: weighted hoeffding tree ensemble for network attack detection at fog-iomt – start-page: 418 year: 2020 ident: 10.1016/j.jpdc.2025.105172_br0870 article-title: Intrusion detection in smart city hospitals using ensemble classifiers – volume: 83 start-page: 1 year: 2024 ident: 10.1016/j.jpdc.2025.105172_br1350 article-title: Lightweight medical-image encryption technique for iomt based healthcare applications publication-title: Multimed. Tools Appl. – start-page: 177 year: 2021 ident: 10.1016/j.jpdc.2025.105172_br1790 article-title: Iomt security: Sha3-512, aes-256, rsa and lsb steganography – volume: 53 year: 2022 ident: 10.1016/j.jpdc.2025.105172_br1310 article-title: An energy-efficient and secure framework for iomt: an application of smart cities publication-title: Sust. Energy Technol. Assess. – volume: 139 start-page: 57 year: 2019 ident: 10.1016/j.jpdc.2025.105172_br1620 article-title: Policy-based access control for constrained healthcare resources in the context of the internet of things publication-title: J. Netw. Comput. Appl. doi: 10.1016/j.jnca.2019.04.013 – volume: 116 year: 2024 ident: 10.1016/j.jpdc.2025.105172_br2220 article-title: Edge ai for internet of medical things: a literature review publication-title: Comput. Electr. Eng. doi: 10.1016/j.compeleceng.2024.109202 – volume: 2022 year: 2022 ident: 10.1016/j.jpdc.2025.105172_br1740 article-title: A secure framework toward iomt-assisted data collection, modeling, and classification for intelligent dermatology healthcare services publication-title: Contrast Media Mol. Imag. doi: 10.1155/2022/6805460 – volume: 60 year: 2023 ident: 10.1016/j.jpdc.2025.105172_br2070 article-title: Artificial intelligence implication on energy sustainability in internet of things: a survey publication-title: Inf. Process. Manag. doi: 10.1016/j.ipm.2022.103212 – volume: 101 year: 2022 ident: 10.1016/j.jpdc.2025.105172_br0570 article-title: A smart secure healthcare monitoring system with internet of medical things publication-title: Comput. Electr. Eng. doi: 10.1016/j.compeleceng.2022.107969 – volume: 99 year: 2023 ident: 10.1016/j.jpdc.2025.105172_br0690 article-title: A privacy-aware framework for detecting cyber attacks on internet of medical things systems using data fusion and quantum deep learning publication-title: Inf. Fusion doi: 10.1016/j.inffus.2023.101889 – volume: 34 start-page: 559 year: 2022 ident: 10.1016/j.jpdc.2025.105172_br0750 article-title: Crypto hash based malware detection in iomt framework publication-title: Intell. Autom. Soft Comput. doi: 10.32604/iasc.2022.024715 – volume: 10 start-page: 1515 year: 2022 ident: 10.1016/j.jpdc.2025.105172_br1640 article-title: Access control and privacy-preserving blockchain-based system for diseases management publication-title: IEEE Trans. Comput. Soc. Syst. doi: 10.1109/TCSS.2022.3186945 – volume: 7 start-page: e414 year: 2021 ident: 10.1016/j.jpdc.2025.105172_br0090 article-title: A systematic review of security and privacy issues in the internet of medical things, the role of machine learning approaches publication-title: PeerJ Comput. Sci. doi: 10.7717/peerj-cs.414 – volume: 12 start-page: 8148 year: 2022 ident: 10.1016/j.jpdc.2025.105172_br1840 article-title: Towards design and development of security assessment framework for internet of medical things publication-title: Appl. Sci. doi: 10.3390/app12168148 – volume: vol. 520 start-page: 404 year: 2023 ident: 10.1016/j.jpdc.2025.105172_br1000 article-title: Applied machine learning for securing the internet of medical things in healthcare – volume: 594 start-page: 265 year: 2021 ident: 10.1016/j.jpdc.2025.105172_br2160 article-title: Swarm learning for decentralized and confidential clinical machine learning publication-title: Nature doi: 10.1038/s41586-021-03583-3 – start-page: 1 year: 2023 ident: 10.1016/j.jpdc.2025.105172_br0710 article-title: Image-based zero-day malware detection in iomt devices: a hybrid ai-enabled method – year: 2023 ident: 10.1016/j.jpdc.2025.105172_br0030 article-title: Recent advancements in the internet of things for the medical healthcare systems – start-page: 84 year: 2024 ident: 10.1016/j.jpdc.2025.105172_br0220 article-title: Mapping cyber attacks on the internet of medical things: a taxonomic review – volume: 143 start-page: 15 year: 2023 ident: 10.1016/j.jpdc.2025.105172_br1250 article-title: Energy-efficient secure data fusion scheme for iot based healthcare system publication-title: Future Gener. Comput. Syst. doi: 10.1016/j.future.2022.12.040 – volume: 60 year: 2023 ident: 10.1016/j.jpdc.2025.105172_br2190 article-title: Cd/cv: blockchain-based schemes for continuous verifiability and traceability of iot data for edge–fog–cloud publication-title: Inf. Process. Manag. doi: 10.1016/j.ipm.2022.103155 – volume: 2021 year: 2021 ident: 10.1016/j.jpdc.2025.105172_br0280 article-title: Secure patient authentication framework in the healthcare system using wireless medical sensor networks publication-title: J. Healthcare Eng. doi: 10.1155/2021/9954089 – volume: 21 year: 2023 ident: 10.1016/j.jpdc.2025.105172_br1270 article-title: A feasibility study of multi-mode intelligent fusion medical data transmission technology of industrial internet of things combined with medical internet of things publication-title: Internet of Things doi: 10.1016/j.iot.2023.100689 – volume: vol. 348 start-page: 323 year: 2022 ident: 10.1016/j.jpdc.2025.105172_br0970 article-title: Enhanced intrusion detection system for remote healthcare – start-page: 122 year: 2021 ident: 10.1016/j.jpdc.2025.105172_br1560 article-title: Enhancing trust-based medical smartphone networks via blockchain-based traffic sampling – volume: 20 start-page: 4828 year: 2020 ident: 10.1016/j.jpdc.2025.105172_br0160 article-title: Security in iomt communications: a survey publication-title: Sensors doi: 10.3390/s20174828 – volume: 632 start-page: 776 year: 2023 ident: 10.1016/j.jpdc.2025.105172_br0840 article-title: Implementation of art therapy assisted by the internet of medical things based on blockchain and fuzzy set theory publication-title: Inf. Sci. doi: 10.1016/j.ins.2023.03.044 – volume: 15 start-page: 1769 year: 2023 ident: 10.1016/j.jpdc.2025.105172_br1460 article-title: Interplanetary file system based blockchain for internet of medical things publication-title: Int. J. Inf. Technol. – volume: 4 start-page: 45 year: 2022 ident: 10.1016/j.jpdc.2025.105172_br1420 article-title: An integrated secure efficient computing architecture for embedded and remote ecg diagnosis publication-title: SN Comput. Sci. doi: 10.1007/s42979-022-01465-7 – volume: 21 start-page: 1540 year: 2024 ident: 10.1016/j.jpdc.2025.105172_br1080 article-title: A differentially privacy assisted federated learning scheme to preserve data privacy for iomt applications publication-title: IEEE Trans. Netw. Serv. Manag. doi: 10.1109/TNSM.2024.3393969 – start-page: 1 year: 2022 ident: 10.1016/j.jpdc.2025.105172_br1850 article-title: A user-centric fuzzy ahp-based method for medical devices security assessment – volume: 106 start-page: 1423 year: 2024 ident: 10.1016/j.jpdc.2025.105172_br0340 article-title: Secure privacy-enhanced fast authentication and key management for iomt-enabled smart healthcare systems publication-title: Computing doi: 10.1007/s00607-024-01291-0 – volume: 1 start-page: 1 year: 2020 ident: 10.1016/j.jpdc.2025.105172_br2270 article-title: Machine learning attacks and countermeasures for puf-based iot edge node security publication-title: SN Comput. Sci. doi: 10.1007/s42979-020-00303-y – volume: 34 year: 2022 ident: 10.1016/j.jpdc.2025.105172_br1410 article-title: An efficient lightweight encryption model with re-encryption scheme to create robust blockchain architecture for covid-19 data publication-title: Trans. Emerg. Telecommun. Technol. – start-page: 208 year: 2022 ident: 10.1016/j.jpdc.2025.105172_br0060 article-title: Phase: security analyzer for next-generation smart personalized smart healthcare system – volume: 25 year: 2024 ident: 10.1016/j.jpdc.2025.105172_br1360 article-title: Fast and lightweight image cryptosystem for iomt applications publication-title: Internet of Things doi: 10.1016/j.iot.2024.101083 – volume: 9 start-page: 24 year: 2025 ident: 10.1016/j.jpdc.2025.105172_br2510 article-title: Privacy-enhancing technologies in collaborative healthcare analysis publication-title: Cryptography doi: 10.3390/cryptography9020024 – volume: 8 start-page: 13183 year: 2021 ident: 10.1016/j.jpdc.2025.105172_br0580 article-title: Psl-maaka: provably secure and lightweight mutual authentication and key agreement protocol for fully public channels in internet of medical things publication-title: IEEE Internet Things J. doi: 10.1109/JIOT.2021.3055827 – volume: 22 start-page: 8516 year: 2022 ident: 10.1016/j.jpdc.2025.105172_br0740 article-title: An effective self-configurable ransomware prevention technique for iomt publication-title: Sensors doi: 10.3390/s22218516 – volume: 36 start-page: 7705 year: 2024 ident: 10.1016/j.jpdc.2025.105172_br1370 article-title: New optimized chaotic encryption with bcovidoa for efficient security of medical images in iomt systems publication-title: Neural Comput. Appl. doi: 10.1007/s00521-024-09508-1 – volume: 6 start-page: 475 year: 2023 ident: 10.1016/j.jpdc.2025.105172_br2210 article-title: Secure computing with mram publication-title: Nat. Electron. doi: 10.1038/s41928-023-00997-x – volume: 163 start-page: 62 year: 2022 ident: 10.1016/j.jpdc.2025.105172_br2180 article-title: Blockchain-based automated and robust cyber security management publication-title: J. Parallel Distrib. Comput. doi: 10.1016/j.jpdc.2022.01.002 – start-page: 541 year: 2022 ident: 10.1016/j.jpdc.2025.105172_br1820 article-title: An intelligent platform for threat assessment and cyber-attack mitigation in iomt ecosystems – volume: 17 start-page: 226 year: 2025 ident: 10.1016/j.jpdc.2025.105172_br2060 article-title: Explainable ai assisted iomt security in future 6g networks publication-title: Future Internet doi: 10.3390/fi17050226 – volume: 14 start-page: 491 year: 2023 ident: 10.1016/j.jpdc.2025.105172_br2420 article-title: Fortified-grid: fortifying smart grids through the integration of the trusted platform module in internet of things devices publication-title: Information doi: 10.3390/info14090491 – volume: vol. 2603 year: 2023 ident: 10.1016/j.jpdc.2025.105172_br1320 article-title: Multitier Security for Iomt Using Hecc with Dsa in Cloud Environment – volume: 151 start-page: 162 year: 2024 ident: 10.1016/j.jpdc.2025.105172_br0270 article-title: A scalable and lightweight group authentication framework for internet of medical things using integrated blockchain and fog computing publication-title: Future Gener. Comput. Syst. doi: 10.1016/j.future.2023.09.032 – ident: 10.1016/j.jpdc.2025.105172_br1930 – volume: 6 start-page: 50 year: 2023 ident: 10.1016/j.jpdc.2025.105172_br0800 article-title: Deep learning-based network intrusion detection system for internet of medical things publication-title: IEEE Internet Things Mag. doi: 10.1109/IOTM.001.2300021 – start-page: 1 year: 2023 ident: 10.1016/j.jpdc.2025.105172_br0890 article-title: Detection of malicious traffic in iomt environment using intelligent xgboost approach – volume: 80 start-page: 865 year: 2024 ident: 10.1016/j.jpdc.2025.105172_br0330 article-title: Tfas: two factor authentication scheme for blockchain enabled iomt using puf and fuzzy extractor publication-title: J. Supercomput. doi: 10.1007/s11227-023-05507-6 – volume: vol. 895 start-page: 641 year: 2023 ident: 10.1016/j.jpdc.2025.105172_br0760 article-title: An intrusion detection system using machine learning for internet of medical things – volume: 12 start-page: 2562 year: 2021 ident: 10.1016/j.jpdc.2025.105172_br0860 article-title: Home network security incorporating machine learning algorithms in internet of medical things publication-title: ICTACT J. Commun. Technol. doi: 10.21917/ijct.2021.0378 – volume: 2022 year: 2022 ident: 10.1016/j.jpdc.2025.105172_br0920 article-title: Detection of middlebox-based attacks in healthcare internet of things using multiple machine learning models publication-title: Comput. Intell. Neurosci. doi: 10.1155/2022/2037954 – volume: 59 year: 2021 ident: 10.1016/j.jpdc.2025.105172_br0430 article-title: Lightweight fog computing-based authentication protocols using physically unclonable functions for internet of medical things publication-title: J. Inf. Secur. Appl. – volume: 10 start-page: 1622 year: 2023 ident: 10.1016/j.jpdc.2025.105172_br1770 article-title: A federated learning-based patient monitoring system in internet of medical things publication-title: IEEE Trans. Comput. Soc. Syst. doi: 10.1109/TCSS.2022.3228965 – volume: 12 start-page: 45923 year: 2024 ident: 10.1016/j.jpdc.2025.105172_br2200 article-title: Elliptic crypt with secured blockchain assisted federated q-learning framework for smart healthcare publication-title: IEEE Access doi: 10.1109/ACCESS.2024.3381528 – volume: 208 start-page: 171 year: 2023 ident: 10.1016/j.jpdc.2025.105172_br0400 article-title: An efficient privacy-preserving authentication scheme with enhanced security for iomt applications publication-title: Comput. Commun. doi: 10.1016/j.comcom.2023.06.012 – volume: 11 start-page: 107725 year: 2023 ident: 10.1016/j.jpdc.2025.105172_br1050 article-title: Improving security architecture of internet of medical things: a systematic literature review publication-title: IEEE Access doi: 10.1109/ACCESS.2023.3281655 – volume: 192 year: 2021 ident: 10.1016/j.jpdc.2025.105172_br2310 article-title: Contrib: maintaining fairness in decentralized big tech alternatives by accounting work publication-title: Comput. Netw. doi: 10.1016/j.comnet.2021.108081 – volume: 2023 year: 2023 ident: 10.1016/j.jpdc.2025.105172_br2010 article-title: Retracted: blockchain and ipfs integrated framework in bilevel fog-cloud network for security and privacy of iomt devices publication-title: Comput. Math. Methods Med. – ident: 10.1016/j.jpdc.2025.105172_br0250 – volume: 36 start-page: 2773 year: 2023 ident: 10.1016/j.jpdc.2025.105172_br1760 article-title: A framework for securing Saudi Arabian hospital industry: vision-2030 perspective publication-title: Intell. Autom. Soft Comput. doi: 10.32604/iasc.2023.021560 – volume: 29 start-page: 2345 year: 2025 ident: 10.1016/j.jpdc.2025.105172_br0910 article-title: A novel experience-driven and federated intelligent threat-defense framework in iomt publication-title: IEEE J. Biomed. Health Inform. doi: 10.1109/JBHI.2023.3236072 – volume: 16 start-page: 4875 year: 2024 ident: 10.1016/j.jpdc.2025.105172_br1700 article-title: An iomt data security framework with hyperledger fabric for smart cities publication-title: Int. J. Inf. Technol. – volume: 22 year: 2023 ident: 10.1016/j.jpdc.2025.105172_br0320 article-title: Gbeaka: group-based efficient authentication and key agreement protocol for lpiomt using 5g publication-title: Internet of Things doi: 10.1016/j.iot.2023.100688 – volume: 22 year: 2023 ident: 10.1016/j.jpdc.2025.105172_br0480 article-title: A novel authentication protocol to ensure confidentiality among the internet of medical things in covid-19 and future pandemic scenario publication-title: Internet of Things doi: 10.1016/j.iot.2023.100797 – start-page: 257 year: 2020 ident: 10.1016/j.jpdc.2025.105172_br1810 article-title: Towards a security enhanced virtualised network infrastructure for internet of medical things (iomt) – volume: 26 start-page: 1969 year: 2022 ident: 10.1016/j.jpdc.2025.105172_br0810 article-title: An intrusion detection mechanism for secured iomt framework based on swarm-neural network publication-title: IEEE J. Biomed. Health Inform. doi: 10.1109/JBHI.2021.3101686 – volume: 15 start-page: 1802 year: 2024 ident: 10.1016/j.jpdc.2025.105172_br0830 article-title: Machine learning based intrusion detection system for iomt publication-title: Int. J. Syst. Assur. Eng. Manag. doi: 10.1007/s13198-023-02119-4 – volume: 662 year: 2024 ident: 10.1016/j.jpdc.2025.105172_br2320 article-title: Fuzzy inference system with interpretable fuzzy rules: advancing explainable artificial intelligence for disease diagnosis—a comprehensive review publication-title: Inf. Sci. doi: 10.1016/j.ins.2024.120212 – volume: 11 start-page: 1705 year: 2022 ident: 10.1016/j.jpdc.2025.105172_br0100 article-title: A computational framework for cyber threats in medical iot systems publication-title: Electronics doi: 10.3390/electronics11111705 – start-page: 736 year: 2022 ident: 10.1016/j.jpdc.2025.105172_br1910 article-title: Internet of medical things: forensics investigation on zebra phones – volume: 8 year: 2023 ident: 10.1016/j.jpdc.2025.105172_br2530 article-title: A systematic literature review of artificial intelligence in the healthcare sector: benefits, challenges, methodologies, and functionalities publication-title: J. Innov. Knowl. doi: 10.1016/j.jik.2023.100333 – start-page: 1 year: 2013 ident: 10.1016/j.jpdc.2025.105172_br2240 article-title: Cloning physically unclonable functions – volume: 75 start-page: 2043 year: 2023 ident: 10.1016/j.jpdc.2025.105172_br0530 article-title: Efficient certificateless authenticated key agreement for blockchain-enabled internet of medical things publication-title: Comput. Mater. Continua doi: 10.32604/cmc.2023.033670 – volume: 165 year: 2024 ident: 10.1016/j.jpdc.2025.105172_br0070 article-title: Securing iomt healthcare systems with federated learning and bigchaindb publication-title: Future Gener. Comput. Syst. – volume: 129 start-page: 2403 year: 2023 ident: 10.1016/j.jpdc.2025.105172_br0350 article-title: Fast and lightweight authenticated group key agreement realizing privacy protection for resource-constrained iomt publication-title: Wirel. Pers. Commun. doi: 10.1007/s11277-023-10239-0 – volume: 17 start-page: 2422 year: 2022 ident: 10.1016/j.jpdc.2025.105172_br1150 article-title: An anonymous iot-based e-health monitoring system using blockchain technology publication-title: IEEE Syst. J. doi: 10.1109/JSYST.2022.3170406 – volume: 148 year: 2025 ident: 10.1016/j.jpdc.2025.105172_br2250 article-title: Encoder decoder-based virtual physically unclonable function for internet of things device authentication using split-learning publication-title: Comput. Secur. doi: 10.1016/j.cose.2024.104164 – volume: 19 start-page: 849 year: 2022 ident: 10.1016/j.jpdc.2025.105172_br1480 article-title: Vimdh: visible-imperceptible medical data hiding for internet of medical things publication-title: IEEE Trans. Ind. Inform. doi: 10.1109/TII.2022.3172622 – volume: 72 start-page: 1 year: 2023 ident: 10.1016/j.jpdc.2025.105172_br0130 article-title: A smart healthcare framework for accurate detection of schizophrenia using multichannel eeg publication-title: IEEE Trans. Instrum. Meas. – volume: 35 start-page: 507 year: 2023 ident: 10.1016/j.jpdc.2025.105172_br1500 article-title: Encryption with user authentication model for internet of medical things environment publication-title: Intell. Autom. Soft Comput. doi: 10.32604/iasc.2023.027779 – start-page: 23 year: 2022 ident: 10.1016/j.jpdc.2025.105172_br0380 article-title: Pufchain 3.0: hardware-assisted distributed ledger for robust authentication in the internet of medical things – volume: 130 start-page: 2175 year: 2023 ident: 10.1016/j.jpdc.2025.105172_br1300 article-title: Rank-based energy-efficient key management routing for wireless sensor network-based iot medical sensors publication-title: Wirel. Pers. Commun. doi: 10.1007/s11277-023-10377-5 – volume: 212 year: 2022 ident: 10.1016/j.jpdc.2025.105172_br1430 article-title: Secure medical data management with privacy-preservation and authentication properties in smart healthcare system publication-title: Comput. Netw. doi: 10.1016/j.comnet.2022.109013 – volume: 8 start-page: 15672 year: 2021 ident: 10.1016/j.jpdc.2025.105172_br1570 article-title: Neurotrust—artificial-neural-network-based intelligent trust management mechanism for large-scale internet of medical things publication-title: IEEE Internet Things J. doi: 10.1109/JIOT.2020.3029221 – volume: 8 start-page: 15749 year: 2021 ident: 10.1016/j.jpdc.2025.105172_br1920 article-title: Task offloading for wireless vr-enabled medical treatment with blockchain security using collective reinforcement learning publication-title: IEEE Internet Things J. doi: 10.1109/JIOT.2021.3051419 – start-page: 1 year: 2021 ident: 10.1016/j.jpdc.2025.105172_br0960 article-title: A self-learning approach for detecting intrusions in healthcare systems – start-page: 585 year: 2023 ident: 10.1016/j.jpdc.2025.105172_br0650 article-title: Botnet attacks detection using embedded feature selection methods for secure iomt environment – volume: 57 year: 2020 ident: 10.1016/j.jpdc.2025.105172_br1530 article-title: Robust decentralised trust management for the internet of things by using game theory publication-title: Inf. Process. Manag. doi: 10.1016/j.ipm.2020.102308 – volume: 12 start-page: 15032 year: 2025 ident: 10.1016/j.jpdc.2025.105172_br2020 article-title: An efficient blockchain-powered authentication scheme for secure communication in iomt publication-title: IEEE Internet Things J. doi: 10.1109/JIOT.2025.3528483 – volume: 216 start-page: 168 year: 2024 ident: 10.1016/j.jpdc.2025.105172_br2330 article-title: A federated learning system with data fusion for healthcare using multi-party computation and additive secret sharing publication-title: Comput. Commun. doi: 10.1016/j.comcom.2024.01.006 – volume: 35 start-page: 131 year: 2023 ident: 10.1016/j.jpdc.2025.105172_br0700 article-title: A fuzzy-based duo-secure multi-modal framework for iomt anomaly detection publication-title: J. King Saud Univ, Comput. Inf. Sci. doi: 10.1016/j.jksuci.2022.11.007 – volume: 73 start-page: 1 year: 2024 ident: 10.1016/j.jpdc.2025.105172_br0020 article-title: An iomt-based wearable thermography system for early breast cancer detection publication-title: IEEE Trans. Instrum. Meas. doi: 10.1109/TIM.2024.3435184 – volume: 28 start-page: 59 year: 2024 ident: 10.1016/j.jpdc.2025.105172_br1450 article-title: Blockchain-assisted secured data management framework for health information analysis based on internet of medical things publication-title: Pers. Ubiquitous Comput. doi: 10.1007/s00779-021-01583-8 – volume: 14 start-page: 4661 year: 2022 ident: 10.1016/j.jpdc.2025.105172_br1650 article-title: Acm-sh: an efficient access control and key establishment mechanism for sustainable smart healthcare publication-title: Sustainability doi: 10.3390/su14084661 – volume: 5 start-page: 1023 year: 2023 ident: 10.1016/j.jpdc.2025.105172_br2460 article-title: Artificial intelligence ethics and challenges in healthcare applications: a comprehensive review in the context of the European gdpr mandate publication-title: Mach. Learn. Knowl. Extr. doi: 10.3390/make5030053 – volume: 32 start-page: 4347 year: 2020 ident: 10.1016/j.jpdc.2025.105172_br0390 article-title: Multi-layer security scheme for implantable medical devices publication-title: Neural Comput. Appl. doi: 10.1007/s00521-018-3819-0 – volume: 72 start-page: 713 year: 2022 ident: 10.1016/j.jpdc.2025.105172_br0940 article-title: Malware detection using decision tree based svm classifier for iot publication-title: Comput. Mater. Continua doi: 10.32604/cmc.2022.024501 – volume: 16 year: 2025 ident: 10.1016/j.jpdc.2025.105172_br2050 article-title: Privacy-preserving authentication for 5g healthcare with hbzkp: hierarchical blockchain-based zero knowledge proof for secure edge devices publication-title: Ain Shams Eng. J. doi: 10.1016/j.asej.2025.103463 – volume: 101 start-page: 1455 year: 2023 ident: 10.1016/j.jpdc.2025.105172_br1730 article-title: A framework for developing secure internet of medical things: a comprehensive roadmap from an artificial intelligence perspective publication-title: J. Theor. Appl. Inf. Technol. – volume: 83 start-page: 10411 year: 2024 ident: 10.1016/j.jpdc.2025.105172_br1380 article-title: An iomt image crypto-system based on spatial watermarking and asymmetric encryption publication-title: Multimed. Tools Appl. doi: 10.1007/s11042-024-19632-8 – start-page: 44 year: 2023 ident: 10.1016/j.jpdc.2025.105172_br0660 article-title: A novel hybrid deep learning model for botnet attacks detection in a secure iomt environment – volume: 14 start-page: 317 year: 2024 ident: 10.1016/j.jpdc.2025.105172_br2470 article-title: Ethical principles in dental healthcare: relevance in the current technological era of artificial intelligence publication-title: J. Oral Biol. Craniofac. Res. doi: 10.1016/j.jobcr.2024.04.003 – volume: 77 start-page: 7916 year: 2021 ident: 10.1016/j.jpdc.2025.105172_br1020 article-title: Towards design and implementation of security and privacy framework for internet of medical things (iomt) by leveraging blockchain and ipfs technology publication-title: J. Supercomput. doi: 10.1007/s11227-020-03570-x – volume: 75 year: 2021 ident: 10.1016/j.jpdc.2025.105172_br1590 article-title: An anonymous device to device access control based on secure certificate for internet of medical things systems publication-title: Sustain. Cities Soc. doi: 10.1016/j.scs.2021.103322 – start-page: 459 year: 2022 ident: 10.1016/j.jpdc.2025.105172_br0080 article-title: Towards efficient and secure framework for devices and informatics for internet of medical things – start-page: 550 year: 2022 ident: 10.1016/j.jpdc.2025.105172_br1680 article-title: Internet of medical things (iomt) security and privacy: a survey of recent advances and enabling technologies – volume: 8 year: 2019 ident: 10.1016/j.jpdc.2025.105172_br0040 article-title: Iomt-saf: Internet of medical things security assessment framework publication-title: Internet of Things doi: 10.1016/j.iot.2019.100123 – volume: 14 start-page: 4853 year: 2023 ident: 10.1016/j.jpdc.2025.105172_br1600 article-title: Secure data authentication and access control protocol for industrial healthcare system publication-title: J. Ambient Intell. Humaniz. Comput. doi: 10.1007/s12652-022-04370-2 – volume: 10 start-page: 425 year: 2024 ident: 10.1016/j.jpdc.2025.105172_br1690 article-title: Smarthealth: an intelligent framework to secure iomt service applications using machine learning publication-title: ICT Express doi: 10.1016/j.icte.2023.10.001 – volume: 164 start-page: 152 year: 2022 ident: 10.1016/j.jpdc.2025.105172_br0150 article-title: Scalable blockchain model using off-chain ipfs storage for healthcare data security and privacy publication-title: J. Parallel Distrib. Comput. doi: 10.1016/j.jpdc.2022.03.009 – volume: 19 start-page: 2457 year: 2021 ident: 10.1016/j.jpdc.2025.105172_br2230 article-title: Puf-rake: a puf-based robust and lightweight authentication and key establishment protocol publication-title: IEEE Trans. Dependable Secure Comput. doi: 10.1109/TDSC.2021.3059454 – volume: 12 start-page: 20603 year: 2024 ident: 10.1016/j.jpdc.2025.105172_br1060 article-title: Empowering healthcare with iomt: evolution, machine learning integration, security, and interoperability challenges publication-title: IEEE Access doi: 10.1109/ACCESS.2024.3362239 – volume: 14 start-page: 512 year: 2023 ident: 10.1016/j.jpdc.2025.105172_br0680 article-title: Feature engineering based performance analysis of ml and dl algorithms for botnet attack detection in iomt publication-title: Int. J. Syst. Assur. Eng. Manag. doi: 10.1007/s13198-023-01883-7 – volume: 25 year: 2024 ident: 10.1016/j.jpdc.2025.105172_br2300 article-title: Addressing iot storage constraints: a hybrid architecture for decentralized data storage and centralized management publication-title: Internet of Things doi: 10.1016/j.iot.2023.101014 – volume: 35 year: 2023 ident: 10.1016/j.jpdc.2025.105172_br0260 article-title: A secure communication using multifactor authentication and key agreement techniques in internet of medical things for covid-19 patients publication-title: Concurr. Comput. Pract. Exp. doi: 10.1002/cpe.7602 – volume: 34 year: 2021 ident: 10.1016/j.jpdc.2025.105172_br1230 article-title: Lightweight secure communication system based on message queuing transport telemetry protocol for e-healthcare environments publication-title: Int. J. Commun. Syst. doi: 10.1002/dac.4842 – ident: 10.1016/j.jpdc.2025.105172_br1940 – volume: 70 start-page: 2707 year: 2021 ident: 10.1016/j.jpdc.2025.105172_br0420 article-title: Blockchain for the management of internet of things devices in the medical industry publication-title: IEEE Trans. Eng. Manag. doi: 10.1109/TEM.2021.3097117 – volume: 57 start-page: 238 year: 2024 ident: 10.1016/j.jpdc.2025.105172_br2500 article-title: Blockchain, artificial intelligence, and healthcare: the tripod of future—a narrative review publication-title: Artif. Intell. Rev. doi: 10.1007/s10462-024-10873-5 – volume: 10 start-page: 1597 year: 2022 ident: 10.1016/j.jpdc.2025.105172_br0730 article-title: Attention-based multidimensional deep learning approach for cross-architecture iomt malware detection and classification in healthcare cyber-physical systems publication-title: IEEE Trans. Comput. Soc. Syst. doi: 10.1109/TCSS.2022.3198123 – volume: 27 start-page: 756 year: 2023 ident: 10.1016/j.jpdc.2025.105172_br1130 article-title: E2egi: end-to-end gradient inversion in federated learning publication-title: IEEE J. Biomed. Health Inform. doi: 10.1109/JBHI.2022.3204455 – volume: 12 start-page: 731 year: 2021 ident: 10.1016/j.jpdc.2025.105172_br0170 article-title: Security, privacy and trust in iomt enabled smart healthcare system: a systematic review of current and future trends publication-title: Int. J. Adv. Comput. Sci. Appl. – volume: 3 year: 2025 ident: 10.1016/j.jpdc.2025.105172_br1610 article-title: Authentication, access control and scalability models in internet of things security–a review publication-title: Cyber Secur. Appl. – volume: 13 year: 2023 ident: 10.1016/j.jpdc.2025.105172_br2360 article-title: Remote patient monitoring using artificial intelligence: current state, applications, and challenges publication-title: Wiley Interdiscip. Rev. Data Min. Knowl. Discov. doi: 10.1002/widm.1485 – start-page: 971 year: 2022 ident: 10.1016/j.jpdc.2025.105172_br0540 article-title: Blockchain enabled biometric security in internet-of-medical-things (iomt) devices – volume: 2024 start-page: 135 year: 2024 ident: 10.1016/j.jpdc.2025.105172_br1970 article-title: A comprehensive review on cryptographic techniques for securing internet of medical things: a state-of-the-art, applications, security attacks, mitigation measures, and future research direction publication-title: Mesop. J. Artif. Intell. Healthc. – volume: 56 start-page: 1 year: 2024 ident: 10.1016/j.jpdc.2025.105172_br0230 article-title: Privacy preservation of electronic health records in the modern era: a systematic survey publication-title: ACM Comput. Surv. doi: 10.1145/3653297 – volume: 18 start-page: 8864 year: 2022 ident: 10.1016/j.jpdc.2025.105172_br1550 article-title: An intelligent trust cloud management method for secure clustering in 5g enabled internet of medical things publication-title: IEEE Trans. Ind. Inform. doi: 10.1109/TII.2021.3128954 – volume: 67 start-page: 1377 year: 2020 ident: 10.1016/j.jpdc.2025.105172_br1580 article-title: Enhancing medical smartphone networks via blockchain-based trust management against insider attacks publication-title: IEEE Trans. Eng. Manag. doi: 10.1109/TEM.2019.2921736 – volume: 9 start-page: 8091 year: 2022 ident: 10.1016/j.jpdc.2025.105172_br1630 article-title: Blockchain-enabled privacy-preserving access control for data publishing and sharing in the internet of medical things publication-title: IEEE Internet Things J. doi: 10.1109/JIOT.2021.3138104 – volume: 84 start-page: 523 year: 2010 ident: 10.1016/j.jpdc.2025.105172_br0240 article-title: Software survey: vosviewer, a computer program for bibliometric mapping publication-title: Scientometrics doi: 10.1007/s11192-009-0146-3 – volume: 14 start-page: 675 year: 2024 ident: 10.1016/j.jpdc.2025.105172_br2440 article-title: Balancing privacy and progress: a review of privacy challenges, systemic oversight, and patient perceptions in ai-driven healthcare publication-title: Appl. Sci. doi: 10.3390/app14020675 – start-page: 563 year: 2020 ident: 10.1016/j.jpdc.2025.105172_br2550 article-title: A review of moving target defense mechanisms for internet of things applications – volume: 2023 year: 2023 ident: 10.1016/j.jpdc.2025.105172_br1110 article-title: Securemed: a blockchain-based privacy-preserving framework for internet of medical things publication-title: Wirel. Commun. Mob. Comput. doi: 10.1155/2023/2558469 – volume: 11 start-page: 9543 year: 2024 ident: 10.1016/j.jpdc.2025.105172_br0310 article-title: Quantum secure authentication scheme for internet of medical things using blockchain publication-title: IEEE Internet Things J. doi: 10.1109/JIOT.2024.3448212 – volume: 8 start-page: 15663 year: 2021 ident: 10.1016/j.jpdc.2025.105172_br0290 article-title: Mutual authentication scheme for the device-to-server communication in the internet of medical things publication-title: IEEE Internet Things J. doi: 10.1109/JIOT.2021.3078702 – volume: 12 start-page: 2252 year: 2023 ident: 10.1016/j.jpdc.2025.105172_br1750 article-title: Resilient security framework using tnn and blockchain for iomt publication-title: Electronics doi: 10.3390/electronics12102252 – volume: 79 start-page: 5276 year: 2023 ident: 10.1016/j.jpdc.2025.105172_br1260 article-title: A secured internet of robotic things (iort) for long-term care services in a smart building publication-title: J. Supercomput. doi: 10.1007/s11227-022-04845-1 – start-page: 196 year: 2022 ident: 10.1016/j.jpdc.2025.105172_br1400 article-title: Fpga based light weight encryption of medical data for iomt devices using ascon cipher – volume: vol. 683 start-page: 272 year: 2024 ident: 10.1016/j.jpdc.2025.105172_br2370 article-title: Crossfire attack detection in 6g networks with the internet of things (iot) – start-page: 742 year: 2022 ident: 10.1016/j.jpdc.2025.105172_br1830 article-title: Medical device security regulations and assessment case studies – volume: 80 start-page: 10255 year: 2024 ident: 10.1016/j.jpdc.2025.105172_br1090 article-title: A privacy-preserved iomt-based mental stress detection framework with federated learning publication-title: J. Supercomput. doi: 10.1007/s11227-023-05847-3 – volume: 630 start-page: 403 year: 2023 ident: 10.1016/j.jpdc.2025.105172_br1190 article-title: Fed-esd: federated learning for efficient epileptic seizure detection in the fog-assisted internet of medical things publication-title: Inf. Sci. doi: 10.1016/j.ins.2023.02.052 – volume: 44 start-page: 267 year: 2023 ident: 10.1016/j.jpdc.2025.105172_br1440 article-title: Proof of activity protocol for iomt data security publication-title: Comput. Syst. Sci. Eng. – volume: vol. 1243 start-page: 107 year: 2020 ident: 10.1016/j.jpdc.2025.105172_br1030 article-title: A developer driven framework for security and privacy in the internet of medical things – volume: 70 start-page: 5524 year: 2024 ident: 10.1016/j.jpdc.2025.105172_br2340 article-title: 6gtelmed: resources recommendation framework on 6g enabled distributed telemedicine using edge-ai publication-title: IEEE Trans. Consum. Electron. doi: 10.1109/TCE.2024.3473291 – volume: 80 start-page: 3284 year: 2024 ident: 10.1016/j.jpdc.2025.105172_br1710 article-title: Iomt-badt: a blockchain-envisioned secure architecture with a lightweight authentication scheme for the digital twin environment in the internet of medical things publication-title: J. Supercomput. doi: 10.1007/s11227-024-06026-8 – volume: 160 start-page: 697 year: 2020 ident: 10.1016/j.jpdc.2025.105172_br0140 article-title: Sdn orchestration to combat evolving cyber threats in internet of medical things (iomt) publication-title: Comput. Commun. doi: 10.1016/j.comcom.2020.07.006 – volume: 78 start-page: 16167 year: 2022 ident: 10.1016/j.jpdc.2025.105172_br0560 article-title: Rapchi: robust authentication protocol for iomt-based cloud-healthcare infrastructure publication-title: J. Supercomput. doi: 10.1007/s11227-022-04513-4 – volume: 131 start-page: 855 year: 2023 ident: 10.1016/j.jpdc.2025.105172_br0450 article-title: A blockchain-assisted lightweight anonymous authentication scheme for medical services in internet of medical things publication-title: Wirel. Pers. Commun. doi: 10.1007/s11277-023-10457-6 – volume: 3 start-page: 2106 year: 2022 ident: 10.1016/j.jpdc.2025.105172_br0210 article-title: Explainable ai over the internet of things (iot): overview, state-of-the-art and future directions publication-title: IEEE Open J. Commun. Soc. doi: 10.1109/OJCOMS.2022.3215676 – volume: 198 start-page: 282 year: 2023 ident: 10.1016/j.jpdc.2025.105172_br0520 article-title: A pairing-free data authentication and aggregation mechanism for intelligent healthcare system publication-title: Comput. Commun. doi: 10.1016/j.comcom.2022.12.009 – volume: 87 start-page: 471 year: 2020 ident: 10.1016/j.jpdc.2025.105172_br2490 article-title: Patient data-sharing for ai: ethical challenges, catholic solutions publication-title: Linacre Q. doi: 10.1177/0024363920922690 – volume: 102 year: 2022 ident: 10.1016/j.jpdc.2025.105172_br0820 article-title: A tree classifier based network intrusion detection model for internet of medical things publication-title: Comput. Electr. Eng. doi: 10.1016/j.compeleceng.2022.108158 – volume: 27 start-page: 823 year: 2023 ident: 10.1016/j.jpdc.2025.105172_br1140 article-title: Iomt: a covid-19 healthcare system driven by federated learning and blockchain publication-title: IEEE J. Biomed. Health Inform. doi: 10.1109/JBHI.2022.3143576 – start-page: 757 year: 2020 ident: 10.1016/j.jpdc.2025.105172_br0600 article-title: Clone-resistant authentication for medical operating environment – volume: 36 year: 2024 ident: 10.1016/j.jpdc.2025.105172_br1070 article-title: Enhancing healthcare security: time-based authentication for privacy-preserving iomt sensor monitoring framework leveraging blockchain technology publication-title: Concurr. Comput. Pract. Exp. doi: 10.1002/cpe.8213 – volume: 78 start-page: 14866 year: 2022 ident: 10.1016/j.jpdc.2025.105172_br0930 article-title: Extreme learning machine and bayesian optimization-driven intelligent framework for iomt cyber-attack detection publication-title: J. Supercomput. doi: 10.1007/s11227-022-04453-z – volume: 10 year: 2024 ident: 10.1016/j.jpdc.2025.105172_br1980 article-title: A comprehensive survey on the security of low power wide area networks for the internet of things publication-title: ICT Express doi: 10.1016/j.icte.2024.03.003 – volume: 26 year: 2024 ident: 10.1016/j.jpdc.2025.105172_br1950 article-title: Lightweight authentication protocol for connected medical iot through privacy-preserving access publication-title: Egypt. Inform. J. – volume: 8 start-page: 8707 year: 2020 ident: 10.1016/j.jpdc.2025.105172_br0050 article-title: Recent advances in the internet-of-medical-things (iomt) systems security publication-title: IEEE Internet Things J. doi: 10.1109/JIOT.2020.3045653 – volume: 10 start-page: 435 year: 2024 ident: 10.1016/j.jpdc.2025.105172_br1340 article-title: Security enhancement of the access control scheme in iomt applications based on fuzzy logic processing and lightweight encryption publication-title: Complex Intell. Syst. doi: 10.1007/s40747-023-01149-6 – volume: 21 start-page: 38 year: 2024 ident: 10.1016/j.jpdc.2025.105172_br2350 article-title: Associative tasks computing offloading scheme in internet of medical things with deep reinforcement learning publication-title: China Commun. doi: 10.23919/JCC.fa.2023-0518.202404 – volume: 7 start-page: 113 year: 2024 ident: 10.1016/j.jpdc.2025.105172_br2480 article-title: Sync fast and solve things—best practices for responsible digital health publication-title: npj Digit. Med. doi: 10.1038/s41746-024-01105-9 – ident: 10.1016/j.jpdc.2025.105172_br2150 – volume: 180 year: 2024 ident: 10.1016/j.jpdc.2025.105172_br1520 article-title: Blockchain enabled dynamic trust management method for the internet of medical things publication-title: Decis. Support Syst. doi: 10.1016/j.dss.2024.114184 – volume: 27 start-page: 722 year: 2023 ident: 10.1016/j.jpdc.2025.105172_br0780 article-title: Dew-cloud-based hierarchical federated learning for intrusion detection in iomt publication-title: IEEE J. Biomed. Health Inform. doi: 10.1109/JBHI.2022.3186250 – volume: 22 start-page: 1 year: 2021 ident: 10.1016/j.jpdc.2025.105172_br2560 article-title: Proactive defense for internet-of-things: moving target defense with cyberdeception publication-title: ACM Trans. Internet Technol. doi: 10.1145/3467021 – start-page: 625 year: 2024 ident: 10.1016/j.jpdc.2025.105172_br2000 article-title: Enhanced authentication protocol for securing internet of medical things with lightweight post-quantum cryptography – volume: 83 start-page: 16645 year: 2024 ident: 10.1016/j.jpdc.2025.105172_br0640 article-title: Towards robust and efficient intrusion detection in iomt: a deep learning approach addressing data leakage and enhancing model generalizability publication-title: Multimed. Tools Appl. – start-page: 1782 year: 2023 ident: 10.1016/j.jpdc.2025.105172_br1330 article-title: An efficient dual encryption of iomt data using lightweight security scheme for cloud based iot environment |
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