Quality of service-aware service selection algorithms for the internet of things environment: A review paper
The Internet of Things (IoT) has evolved over the last decade to connect a massive number of objects. These connected objects provide a vast amount of services to enhance the daily live of end users. The services provided comprise other services with similar functionalities but different quality of...
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01.12.2020
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| Abstract | The Internet of Things (IoT) has evolved over the last decade to connect a massive number of objects. These connected objects provide a vast amount of services to enhance the daily live of end users. The services provided comprise other services with similar functionalities but different quality of service (QoS) requirements. Thus, the problem of selecting and combining services that match the required QoS constraints is challenging. Therefore, in this review, we classify, and analyze state-of-the-art algorithms for service selection under QoS constraints in the IoT environment. We propose a classification system to review and analyze the various state-of-the-art algorithms described between 2012 and 2020. The aims of this review are to provide the research community with guidance and knowledge, and to identify the trends regarding the different algorithms used to solve the service selection problem. In addition, we discuss future research directions in terms of the design, implementation, and evaluation of new service selection algorithms.
•Review the Services Selection Algorithms SSA and techniques under IoT environment.•Survey the (Heuristic, Meta- Heuristic, and Hyper- Heuristic) optimization algorithms.•Divide the SSA in three main IoT Layers (Sensor, Network, and application layers).•Propose a classification to review and the SSA and QoS based on IoT architecture.•Discuss the future research directions of SSA. |
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| AbstractList | The Internet of Things (IoT) has evolved over the last decade to connect a massive number of objects. These connected objects provide a vast amount of services to enhance the daily live of end users. The services provided comprise other services with similar functionalities but different quality of service (QoS) requirements. Thus, the problem of selecting and combining services that match the required QoS constraints is challenging. Therefore, in this review, we classify, and analyze state-of-the-art algorithms for service selection under QoS constraints in the IoT environment. We propose a classification system to review and analyze the various state-of-the-art algorithms described between 2012 and 2020. The aims of this review are to provide the research community with guidance and knowledge, and to identify the trends regarding the different algorithms used to solve the service selection problem. In addition, we discuss future research directions in terms of the design, implementation, and evaluation of new service selection algorithms.
•Review the Services Selection Algorithms SSA and techniques under IoT environment.•Survey the (Heuristic, Meta- Heuristic, and Hyper- Heuristic) optimization algorithms.•Divide the SSA in three main IoT Layers (Sensor, Network, and application layers).•Propose a classification to review and the SSA and QoS based on IoT architecture.•Discuss the future research directions of SSA. The Internet of Things (IoT) has evolved over the last decade to connect a massive number of objects. These connected objects provide a vast amount of services to enhance the daily live of end users. The services provided comprise other services with similar functionalities but different quality of service (QoS) requirements. Thus, the problem of selecting and combining services that match the required QoS constraints is challenging. Therefore, in this review, we classify, and analyze state-of-the-art algorithms for service selection under QoS constraints in the IoT environment. We propose a classification system to review and analyze the various state-of-the-art algorithms described between 2012 and 2020. The aims of this review are to provide the research community with guidance and knowledge, and to identify the trends regarding the different algorithms used to solve the service selection problem. In addition, we discuss future research directions in terms of the design, implementation, and evaluation of new service selection algorithms. |
| ArticleNumber | 100041 |
| Author | Abosaif, Aghabi N. Hamza, Haitham S. |
| Author_xml | – sequence: 1 givenname: Aghabi N. surname: Abosaif fullname: Abosaif, Aghabi N. email: aghape.nabeel@gmail.com organization: Department of Computer Science, Sudan University of Science and Technology, Sudan – sequence: 2 givenname: Haitham S. surname: Hamza fullname: Hamza, Haitham S. organization: Department of Information Technology, Cairo University, Egypt |
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| Cites_doi | 10.1016/j.ins.2014.04.054 10.1080/17517575.2013.792396 10.3390/s19194321 10.1080/13614576.2017.1297734 10.1016/j.jides.2015.02.005 10.1016/j.future.2018.03.005 10.1007/s00158-003-0368-6 10.1109/JIOT.2019.2956827 10.1007/s11047-008-9098-4 10.1109/MWC.2017.1600409 10.1016/j.jnca.2018.07.013 10.1145/2831270 10.1007/s00170-016-9034-1 10.1109/TASE.2016.2539240 10.1016/j.future.2018.11.022 10.1109/JSEN.2013.2282292 10.1109/ACCESS.2020.2992262 10.1007/s00170-018-1910-4 10.1109/TII.2014.2306782 10.1007/s10586-019-02984-4 10.1007/s10796-016-9650-1 10.1109/ACCESS.2018.2836334 10.1016/S1005-8885(14)60510-0 |
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| Keywords | Quality of Service (QoS) Optimization Objective Algorithm Internet of Things (IoT) Service Selection Algorithm (SSA) |
| Language | English |
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| References | Zhou, Yao (bib12) 2017; 88 Hamzei, Navimipour (bib27) 2018; 4662 Hosseinzadeh (bib57) 2020; 8 Dhondge, Shorey, Tew (bib7) 2016 Yu, Shih, Hsu, Huang, Lin (bib19) 2014 Al-Masri’s (bib64) 2007 Sheng, Qiao, Vasilakos, Szabo, Bourne, Xu (bib33) 2014; 280 Huang, Lin, Li, Zhou (bib20) 2014 Yu, Reiff-Marganiec (bib26) January, 2008; 411 Huang, Lin, Yu, Hsu (bib15) 2014 Hugo Haas, until J (bib32) 2002 Gao, Curry, Ali, Bhiri, Mileo (bib51) 2014; 8831 Quan, Takahashi, Yoshiaki (bib59) 2019 Huang, Li, Tao (bib5) 2014; 8 Perera, Zaslavsky, Liu, Compton, Christen, Georgakopoulos (bib10) 2014; 14 Evans (bib2) 2011 Mejri, Ben Azzouna (bib8) 2017; 167 Jin, Chun, Jung, Lee (bib54) 2016; 19 Bouzary, Frank Chen (bib25) 2018; 97 Maaradji (bib3) 2011 Singh, Baranwal, Tripathi (bib63) 2020; 20 Abinaya, Akshaya, Dhivya (bib16) 2017 Yuan, Zhang, Zhang, Zhai (bib56) 2019; 11 Kahloul, Benharzallah, Aoudia (bib30) 2019; 23 Liu (bib11) 2013; 54 Dongre, Ingle (bib31) 2020 Elfirdoussi, Jarir (bib34) 2019; 15 Xia, Chen, Bao, Wang (bib4) 2011 Yin, Yang (bib49) 2014; 2014 Khanouche, Amirat, Chibani, Kerkar, Yachir (bib13) 2016; 13 F. Wikipedia, “Basic prototype categories.” Manqele, Dlodlo, Coetzee, Sibiya (bib24) 2017 Bianchi, Dorigo, Gambardella, Gutjahr (bib43) 2009; 8 R, Edmund Burke, Hart, Kendall, Jim Newall (bib44) 2003 Jin, Chun, Jung, Lee (bib53) 2014 Lemos, Daniel, Benatallah (bib36) 2015; 48 Shukla, Maiti, Sahoo (bib55) 2018 Na, Lin, Huang, Zhou (bib48) 2015 Nicolescu, Huth, Radanliev, De Roure (bib1) 2018 Asghari, Rahmani, Haj, Javadi (bib29) 2018; 120 Lin, Deng, Lu (bib39) 2017; 24 Jiménez-Sáez (bib42) 2019 Aoudia, Benharzallah, Kahloul, Kazar (bib28) 2017 Anas, Khatab, Badr (bib50) 2016; vol. 12 Gendreau, Potvin (bib45) 2010; vol. 272 Sun, Shi, Chen, Zhou, Duan (bib6) 2017 (bib47) 2005 Jatoth, Gangadharan, Buyya (bib60) 2019; 94 Li, Zhong, Wang, Cao (bib9) 2013 Abu-safe, Elrofai (bib62) 2020; 8 Elhoseny, Abdelaziz, Salama, Riad, Muhammad, Sangaiah (bib22) 2018; 86 Nwe, Win, Jian-min, Gang (bib52) 2014; 21 Huang, Lin, Yu, Hsu (bib14) 2014; 1 Huang, Lin, Han (bib21) 2014 Khan (bib61) 2019; 19 Li, Li, Zhao (bib40) 2014; 10 Alsaryrah, Mashal, Chung (bib18) 2018; 6 Elqortobi, Bentahar, Dssouli (bib35) 2018; vol. 206 Marjanović, Skorin-kapov (bib41) 2014 Caramia, Massimiliano (bib37) 2008 Marler, Arora (bib38) 2004; 26 Reddy, Babu (bib17) 2017; 22 Li, Huang, Zhang, Rajabion (bib23) 2020; 23 Gao, Xu, Yin, Zhang, Li, Wang (bib58) 2020; 7 Reddy (10.1016/j.array.2020.100041_bib17) 2017; 22 Jin (10.1016/j.array.2020.100041_bib54) 2016; 19 Mejri (10.1016/j.array.2020.100041_bib8) 2017; 167 Jiménez-Sáez (10.1016/j.array.2020.100041_bib42) 2019 Nicolescu (10.1016/j.array.2020.100041_bib1) 2018 Gao (10.1016/j.array.2020.100041_bib51) 2014; 8831 Kahloul (10.1016/j.array.2020.100041_bib30) 2019; 23 Hamzei (10.1016/j.array.2020.100041_bib27) 2018; 4662 Huang (10.1016/j.array.2020.100041_bib15) 2014 10.1016/j.array.2020.100041_bib46 Anas (10.1016/j.array.2020.100041_bib50) 2016; vol. 12 Elqortobi (10.1016/j.array.2020.100041_bib35) 2018; vol. 206 Huang (10.1016/j.array.2020.100041_bib5) 2014; 8 (10.1016/j.array.2020.100041_bib47) 2005 R (10.1016/j.array.2020.100041_bib44) 2003 Jin (10.1016/j.array.2020.100041_bib53) 2014 Bianchi (10.1016/j.array.2020.100041_bib43) 2009; 8 Maaradji (10.1016/j.array.2020.100041_bib3) 2011 Khanouche (10.1016/j.array.2020.100041_bib13) 2016; 13 Hugo Haas (10.1016/j.array.2020.100041_bib32) Marjanović (10.1016/j.array.2020.100041_bib41) 2014 Gao (10.1016/j.array.2020.100041_bib58) 2020; 7 Quan (10.1016/j.array.2020.100041_bib59) 2019 Yu (10.1016/j.array.2020.100041_bib26) 2008; 411 Aoudia (10.1016/j.array.2020.100041_bib28) 2017 Yu (10.1016/j.array.2020.100041_bib19) 2014 Lemos (10.1016/j.array.2020.100041_bib36) 2015; 48 Sun (10.1016/j.array.2020.100041_bib6) 2017 Abinaya (10.1016/j.array.2020.100041_bib16) 2017 Alsaryrah (10.1016/j.array.2020.100041_bib18) 2018; 6 Yin (10.1016/j.array.2020.100041_bib49) 2014; 2014 Elhoseny (10.1016/j.array.2020.100041_bib22) 2018; 86 Singh (10.1016/j.array.2020.100041_bib63) 2020; 20 Shukla (10.1016/j.array.2020.100041_bib55) 2018 Marler (10.1016/j.array.2020.100041_bib38) 2004; 26 Li (10.1016/j.array.2020.100041_bib23) 2020; 23 Jatoth (10.1016/j.array.2020.100041_bib60) 2019; 94 Yuan (10.1016/j.array.2020.100041_bib56) 2019; 11 Dhondge (10.1016/j.array.2020.100041_bib7) 2016 Evans (10.1016/j.array.2020.100041_bib2) 2011 Li (10.1016/j.array.2020.100041_bib9) 2013 Li (10.1016/j.array.2020.100041_bib40) 2014; 10 Nwe (10.1016/j.array.2020.100041_bib52) 2014; 21 Bouzary (10.1016/j.array.2020.100041_bib25) 2018; 97 Na (10.1016/j.array.2020.100041_bib48) 2015 Al-Masri’s (10.1016/j.array.2020.100041_bib64) 2007 Caramia (10.1016/j.array.2020.100041_bib37) 2008 Dongre (10.1016/j.array.2020.100041_bib31) 2020 Huang (10.1016/j.array.2020.100041_bib20) 2014 Sheng (10.1016/j.array.2020.100041_bib33) 2014; 280 Lin (10.1016/j.array.2020.100041_bib39) 2017; 24 Manqele (10.1016/j.array.2020.100041_bib24) 2017 Perera (10.1016/j.array.2020.100041_bib10) 2014; 14 Huang (10.1016/j.array.2020.100041_bib21) 2014 Asghari (10.1016/j.array.2020.100041_bib29) 2018; 120 Elfirdoussi (10.1016/j.array.2020.100041_bib34) 2019; 15 Khan (10.1016/j.array.2020.100041_bib61) 2019; 19 Hosseinzadeh (10.1016/j.array.2020.100041_bib57) 2020; 8 Liu (10.1016/j.array.2020.100041_bib11) 2013; 54 Xia (10.1016/j.array.2020.100041_bib4) 2011 Abu-safe (10.1016/j.array.2020.100041_bib62) 2020; 8 Zhou (10.1016/j.array.2020.100041_bib12) 2017; 88 Huang (10.1016/j.array.2020.100041_bib14) 2014; 1 Gendreau (10.1016/j.array.2020.100041_bib45) 2010; vol. 272 |
| References_xml | – volume: 13 start-page: 1256 year: 2016 end-page: 1269 ident: bib13 article-title: Energy-centered and QoS-aware services selection for internet of things publication-title: IEEE Transactions on Automation Science and Engineering – volume: 23 start-page: 1163 year: 2020 end-page: 1183 ident: bib23 article-title: Service selection mechanisms in the Internet of Things (IoT): a systematic and comprehensive study publication-title: Cluster Comput – volume: 120 start-page: 61 year: 2018 end-page: 77 ident: bib29 article-title: Service composition approaches in IoT: a systematic review publication-title: J. Netw. Comput. Appl. – start-page: 101 year: 2014 end-page: 108 ident: bib15 article-title: Building energy efficient internet of things by Co-locating services to minimize communication publication-title: Medes 2014 - 6th international conference on management of emergent digital EcoSystems – volume: vol. 12 start-page: 4 year: 2016 ident: bib50 article-title: Poster: HeuristicIoT: a framework for augmenting heuristic search algorithms by internet-of-things data publication-title: MobiSys 2016 companion - companion publication of the 14th annual international conference on mobile systems, applications, and services – start-page: 1 year: 2017 end-page: 14 ident: bib6 article-title: Energy-efficient composition of configurable Internet of things services – volume: 4662 year: 2018 ident: bib27 article-title: Towards efficient service composition techniques in the internet of things publication-title: IEEE Internet Things J. Towar. – volume: 411 year: January, 2008 ident: bib26 article-title: Non-functional property based service selection: a survey and classification of approaches publication-title: CEUR Workshop Proc. – volume: 23 start-page: 1 year: 2019 ident: bib30 article-title: Service composition approaches for Internet of Things: a review publication-title: Int J Commun Network Distr Syst – volume: 167 start-page: 43 year: 2017 end-page: 49 ident: bib8 article-title: Scalable and self-adaptive service selection method for the internet of things publication-title: Int. J. ofComputer Appl. – volume: 26 start-page: 369 year: 2004 end-page: 395 ident: bib38 article-title: Survey of multi-objective optimization methods for engineering publication-title: Struct Multidiscip Optim – volume: 22 start-page: 54 year: 2017 end-page: 70 ident: bib17 article-title: Energy efficient cluster head selection for internet of things energy efficient cluster head selection for internet of things publication-title: New Rev Inf Netw – volume: 24 start-page: 40 year: 2017 end-page: 47 ident: bib39 article-title: Many-objective sensor selection in IoT systems publication-title: IEEE Wirel. Commun. – volume: 6 start-page: 26809 year: 2018 end-page: 26819 ident: bib18 article-title: Bi-objective optimization for energy aware internet of things service composition publication-title: IEEE Access – start-page: 235 year: 2014 end-page: 242 ident: bib20 article-title: Communication energy aware sensor selection in IoT systems publication-title: Proceedings - 2014 IEEE international Conference on Internet of things, iThings 2014, 2014 IEEE international Conference on green Computing and communications, GreenCom 2014 and 2014 IEEE international Conference on cyber-physical-social computing, CPS 20 – volume: 88 start-page: 3371 year: 2017 end-page: 3387 ident: bib12 article-title: A hybrid artificial bee colony algorithm for optimal selection of QoS-based cloud manufacturing service composition publication-title: The International Journal of Advanced Manufacturing Technology – start-page: 1436 year: 2014 end-page: 1441 ident: bib21 article-title: An energy sentient methodology for sensor mapping and selection in IoT systems publication-title: IEEE International Symposium on Industrial Electronics – start-page: 1 year: 2019 end-page: 5 ident: bib59 article-title: Dynamic service selection based on user feedback in the IoT environment publication-title: CITS 2019 - proceeding of the 2019 international conference on computer – volume: 94 start-page: 185 year: 2019 end-page: 198 ident: bib60 article-title: Optimal fitness aware cloud service composition using an adaptive genotypes evolution based genetic algorithm publication-title: Future Generat Comput Syst – volume: 8 start-page: 1 year: 2020 end-page: 8 ident: bib62 article-title: QOS – aware meta-heuristic services selection algorithm and Likert scale measurement for IOT environment publication-title: Int. J. Comput. Sci. Trends Technol. – start-page: 201 year: 2014 end-page: 206 ident: bib19 article-title: QoS oriented sensor selection in IoT system publication-title: Proceedings - 2014 IEEE international Conference on Internet of things, iThings 2014, 2014 IEEE international Conference on green Computing and communications, GreenCom 2014 and 2014 IEEE international Conference on cyber-physical-social computing, CPS 20 – year: 2003 ident: bib44 article-title: Hyper-heuristics: an emerging direction in modern search Technology – volume: vol. 272 year: 2010 ident: bib45 publication-title: A classification of hyper-heuristic approaches edmund – volume: 1 start-page: 47 year: 2014 end-page: 57 ident: bib14 article-title: Co-locating services in IoT systems to minimize the communication energy cost publication-title: Journal of Innovation in Digital Ecosystems – start-page: 331 year: 2015 end-page: 338 ident: bib48 article-title: An evolutionary game approach on IoT service selection for balancing device energy consumption publication-title: IEEE 12th international conference on e-business engineering – year: 2011 ident: bib3 article-title: End-user service composition from a social networks analysis perspective – start-page: 11 year: 2008 end-page: 37 ident: bib37 article-title: Multi-objective optimization publication-title: Multi-objective management in freight logistics – start-page: 65 year: 2014 end-page: 72 ident: bib53 article-title: IoT service selection based on physical service model and absolute dominance relationship publication-title: IEEE international conference on service-oriented computing and application – volume: 20 year: 2020 ident: bib63 article-title: QoS-aware selection of IoT-based service publication-title: Arabian J Sci Eng – start-page: 67 year: 2017 end-page: 70 ident: bib16 article-title: Minimizing energy consumption using internet of things publication-title: , no. March – year: 2018 ident: bib1 article-title: State of the art in IoT - beyond economic value – year: 2011 ident: bib2 article-title: The Internet of things - how the next evolution of the Internet is changing everything – volume: 15 year: 2019 ident: bib34 article-title: An integrated approach towards service composition life cycle: a transportation process case study publication-title: J. Ind. Inf. Integr. – volume: 19 start-page: 1357 year: 2016 end-page: 1372 ident: bib54 article-title: A fast and scalable approach for IoT service selection based on a physical service model publication-title: Information Systems Frontiers – year: 2005 ident: bib47 publication-title: Prototypes vs. simulations – volume: 2014 year: 2014 ident: bib49 article-title: Shortest paths based web service selection in internet of things publication-title: J. Sensors – reference: F. Wikipedia, “Basic prototype categories.” – volume: 8831 start-page: 386 year: 2014 end-page: 393 ident: bib51 article-title: QoS-aware complex event service composition and optimization using genetic algorithms – volume: vol. 206 start-page: 129 year: 2018 end-page: 139 ident: bib35 article-title: “Framework for dynamic web services composition guided by live testing publication-title: Lecture notes of the institute for computer sciences, social-informatics and telecommunications engineering – year: 2007 ident: bib64 article-title: QWS-Datasets – start-page: 1 year: 2016 end-page: 6 ident: bib7 article-title: HOLA: heuristic and opportunistic link selection algorithm for energy efficiency in Industrial Internet of Things (IIoT) systems publication-title: 2016 8th international conference on communication systems and networks – volume: 7 start-page: 4532 year: 2020 end-page: 4542 ident: bib58 article-title: Context-aware QoS prediction with neural collaborative filtering for internet-of-things services publication-title: IEEE Internet Things J. – year: 2014 ident: bib41 article-title: Quality of service (QoS) for IoT services – start-page: 3 year: 2019 end-page: 13 ident: bib42 article-title: Multi-criteria decision-making, evolution and characteristics publication-title: International series in operations research & management science – volume: 14 start-page: 406 year: 2014 end-page: 420 ident: bib10 article-title: Sensor search techniques for sensing as a service architecture for the internet of things publication-title: IEEE Sensor J – start-page: 705 year: 2020 end-page: 710 ident: bib31 article-title: An Investigation of QoS Criteria for Optimal Services Selection in Composition publication-title: 2nd Int. Conf. Innov. Mech. Ind. Appl. ICIMIA 2020 - Conf. Proc., no. Icimia – start-page: 8 year: 2011 ident: bib4 article-title: 2011 IEEE international conference on web services publication-title: A QoS-aware web service selection algorithm based on clustering – start-page: 1 year: 2017 end-page: 7 ident: bib28 article-title: A comparative analysis of IoT service composition approaches publication-title: The international arab conference on information Technology yassmine hammamet – volume: 97 start-page: 795 year: 2018 end-page: 808 ident: bib25 article-title: Service optimal selection and composition in cloud manufacturing: a comprehensive survey publication-title: Int J Adv Manuf Technol – volume: 21 start-page: 64 year: 2014 end-page: 70 ident: bib52 article-title: Flexible user-centric service selection algorithm for Internet of Things services publication-title: J China Univ Posts Telecommun – start-page: 1 year: 2018 end-page: 5 ident: bib55 article-title: Low latency and energy efficient sensor selection for IoT services publication-title: International Conference on Technologies for Smart City Energy Security and Power: Smart Solutions for Smart Cities, ICSESP 2018 - Proceedings – volume: 280 start-page: 218 year: 2014 end-page: 238 ident: bib33 article-title: “Web services composition: a decade’s overview publication-title: Inf Sci (Ny) – volume: 11 year: 2019 ident: bib56 article-title: Dynamic service selection based on adaptive global QoS constraints decomposition publication-title: Symmetry (Basel). – volume: 86 start-page: 1383 year: 2018 end-page: 1394 ident: bib22 article-title: “A hybrid model of internet of things and cloud computing to manage big data in health services applications publication-title: Future generation computer systems. – start-page: 1049 year: 2017 end-page: 1054 ident: bib24 article-title: A survey for service selection approaches in dynamic environments publication-title: 2017 IEEE AFRICON: Science, Technology and Innovation for Africa – year: 2013 ident: bib9 article-title: Resource virtualization and service selectionin cloud logistics publication-title: J Netw Comput Appl – volume: 10 start-page: 1497 year: 2014 end-page: 1507 ident: bib40 article-title: QoS-Aware scheduling of services-oriented internet of things publication-title: IEEE Trans. Ind. Informatics – volume: 8 start-page: 85939 year: 2020 end-page: 85949 ident: bib57 article-title: A hybrid service selection and composition model for cloud-edge computing in the internet of things publication-title: IEEE Access – volume: 48 start-page: 1 year: 2015 end-page: 41 ident: bib36 article-title: Web service composition: a survey of techniques and tools publication-title: ACM Comput Surv – volume: 54 start-page: 438 year: 2013 end-page: 447 ident: bib11 article-title: A cooperative evolution for QoS-driven IoT service composition publication-title: Autom. ‒ J. Control. Meas. Electron. Comput. Commun. – volume: 8 start-page: 239 year: 2009 end-page: 287 ident: bib43 article-title: A survey on metaheuristics for stochastic combinatorial optimization publication-title: Nat Comput – year: 2002 ident: bib32 article-title: Allen Brown, “web services glossary,” W3C working group – volume: 8 start-page: 445 year: 2014 end-page: 463 ident: bib5 article-title: A chaos control optimal algorithm for QoS-based service composition selection in cloud manufacturing system publication-title: Enterprise Inf Syst – volume: 19 start-page: 1 year: 2019 end-page: 18 ident: bib61 article-title: A quality of service-aware secured communication scheme for internet of things-based networks publication-title: Sensors – volume: 54 start-page: 438 issue: 4 year: 2013 ident: 10.1016/j.array.2020.100041_bib11 article-title: A cooperative evolution for QoS-driven IoT service composition publication-title: Autom. ‒ J. Control. Meas. Electron. Comput. Commun. – year: 2011 ident: 10.1016/j.array.2020.100041_bib2 – volume: 280 start-page: 218 year: 2014 ident: 10.1016/j.array.2020.100041_bib33 article-title: “Web services composition: a decade’s overview publication-title: Inf Sci (Ny) doi: 10.1016/j.ins.2014.04.054 – start-page: 1 year: 2018 ident: 10.1016/j.array.2020.100041_bib55 article-title: Low latency and energy efficient sensor selection for IoT services – volume: 8 start-page: 445 issue: 4 year: 2014 ident: 10.1016/j.array.2020.100041_bib5 article-title: A chaos control optimal algorithm for QoS-based service composition selection in cloud manufacturing system publication-title: Enterprise Inf Syst doi: 10.1080/17517575.2013.792396 – volume: 19 start-page: 1 issue: 19 year: 2019 ident: 10.1016/j.array.2020.100041_bib61 article-title: A quality of service-aware secured communication scheme for internet of things-based networks publication-title: Sensors doi: 10.3390/s19194321 – volume: 411 year: 2008 ident: 10.1016/j.array.2020.100041_bib26 article-title: Non-functional property based service selection: a survey and classification of approaches publication-title: CEUR Workshop Proc. – volume: 22 start-page: 54 issue: 1 year: 2017 ident: 10.1016/j.array.2020.100041_bib17 article-title: Energy efficient cluster head selection for internet of things energy efficient cluster head selection for internet of things publication-title: New Rev Inf Netw doi: 10.1080/13614576.2017.1297734 – volume: vol. 206 start-page: 129 year: 2018 ident: 10.1016/j.array.2020.100041_bib35 article-title: “Framework for dynamic web services composition guided by live testing – volume: 1 start-page: 47 issue: 1-2 year: 2014 ident: 10.1016/j.array.2020.100041_bib14 article-title: Co-locating services in IoT systems to minimize the communication energy cost publication-title: Journal of Innovation in Digital Ecosystems doi: 10.1016/j.jides.2015.02.005 – start-page: 1 year: 2017 ident: 10.1016/j.array.2020.100041_bib6 – volume: 8 start-page: 1 issue: 1 year: 2020 ident: 10.1016/j.array.2020.100041_bib62 article-title: QOS – aware meta-heuristic services selection algorithm and Likert scale measurement for IOT environment publication-title: Int. J. Comput. Sci. Trends Technol. – volume: 86 start-page: 1383 year: 2018 ident: 10.1016/j.array.2020.100041_bib22 article-title: “A hybrid model of internet of things and cloud computing to manage big data in health services applications publication-title: Future generation computer systems. doi: 10.1016/j.future.2018.03.005 – year: 2011 ident: 10.1016/j.array.2020.100041_bib3 – volume: vol. 272 year: 2010 ident: 10.1016/j.array.2020.100041_bib45 – start-page: 705 year: 2020 ident: 10.1016/j.array.2020.100041_bib31 article-title: An Investigation of QoS Criteria for Optimal Services Selection in Composition – year: 2005 ident: 10.1016/j.array.2020.100041_bib47 – volume: 8831 start-page: 386 year: 2014 ident: 10.1016/j.array.2020.100041_bib51 article-title: QoS-aware complex event service composition and optimization using genetic algorithms – start-page: 65 year: 2014 ident: 10.1016/j.array.2020.100041_bib53 article-title: IoT service selection based on physical service model and absolute dominance relationship – volume: 4662 year: 2018 ident: 10.1016/j.array.2020.100041_bib27 article-title: Towards efficient service composition techniques in the internet of things publication-title: IEEE Internet Things J. Towar. – volume: 26 start-page: 369 issue: 6 year: 2004 ident: 10.1016/j.array.2020.100041_bib38 article-title: Survey of multi-objective optimization methods for engineering publication-title: Struct Multidiscip Optim doi: 10.1007/s00158-003-0368-6 – start-page: 331 year: 2015 ident: 10.1016/j.array.2020.100041_bib48 article-title: An evolutionary game approach on IoT service selection for balancing device energy consumption – year: 2003 ident: 10.1016/j.array.2020.100041_bib44 – start-page: 11 year: 2008 ident: 10.1016/j.array.2020.100041_bib37 article-title: Multi-objective optimization – volume: 7 start-page: 4532 issue: 5 year: 2020 ident: 10.1016/j.array.2020.100041_bib58 article-title: Context-aware QoS prediction with neural collaborative filtering for internet-of-things services publication-title: IEEE Internet Things J. doi: 10.1109/JIOT.2019.2956827 – start-page: 101 year: 2014 ident: 10.1016/j.array.2020.100041_bib15 article-title: Building energy efficient internet of things by Co-locating services to minimize communication – start-page: 3 year: 2019 ident: 10.1016/j.array.2020.100041_bib42 article-title: Multi-criteria decision-making, evolution and characteristics – volume: vol. 12 start-page: 4 year: 2016 ident: 10.1016/j.array.2020.100041_bib50 article-title: Poster: HeuristicIoT: a framework for augmenting heuristic search algorithms by internet-of-things data – start-page: 8 year: 2011 ident: 10.1016/j.array.2020.100041_bib4 article-title: 2011 IEEE international conference on web services – volume: 8 start-page: 239 issue: 2 year: 2009 ident: 10.1016/j.array.2020.100041_bib43 article-title: A survey on metaheuristics for stochastic combinatorial optimization publication-title: Nat Comput doi: 10.1007/s11047-008-9098-4 – volume: 24 start-page: 40 issue: 3 year: 2017 ident: 10.1016/j.array.2020.100041_bib39 article-title: Many-objective sensor selection in IoT systems publication-title: IEEE Wirel. Commun. doi: 10.1109/MWC.2017.1600409 – start-page: 1 year: 2019 ident: 10.1016/j.array.2020.100041_bib59 article-title: Dynamic service selection based on user feedback in the IoT environment – volume: 167 start-page: 43 issue: 10 year: 2017 ident: 10.1016/j.array.2020.100041_bib8 article-title: Scalable and self-adaptive service selection method for the internet of things publication-title: Int. J. ofComputer Appl. – volume: 120 start-page: 61 year: 2018 ident: 10.1016/j.array.2020.100041_bib29 article-title: Service composition approaches in IoT: a systematic review publication-title: J. Netw. Comput. Appl. doi: 10.1016/j.jnca.2018.07.013 – volume: 20 issue: 2 year: 2020 ident: 10.1016/j.array.2020.100041_bib63 article-title: QoS-aware selection of IoT-based service publication-title: Arabian J Sci Eng – volume: 11 issue: 3 year: 2019 ident: 10.1016/j.array.2020.100041_bib56 article-title: Dynamic service selection based on adaptive global QoS constraints decomposition publication-title: Symmetry (Basel). – volume: 48 start-page: 1 issue: 3 year: 2015 ident: 10.1016/j.array.2020.100041_bib36 article-title: Web service composition: a survey of techniques and tools publication-title: ACM Comput Surv doi: 10.1145/2831270 – volume: 2014 year: 2014 ident: 10.1016/j.array.2020.100041_bib49 article-title: Shortest paths based web service selection in internet of things publication-title: J. Sensors – volume: 88 start-page: 3371 issue: 9-12 year: 2017 ident: 10.1016/j.array.2020.100041_bib12 article-title: A hybrid artificial bee colony algorithm for optimal selection of QoS-based cloud manufacturing service composition publication-title: The International Journal of Advanced Manufacturing Technology doi: 10.1007/s00170-016-9034-1 – ident: 10.1016/j.array.2020.100041_bib32 – volume: 15 year: 2019 ident: 10.1016/j.array.2020.100041_bib34 article-title: An integrated approach towards service composition life cycle: a transportation process case study publication-title: J. Ind. Inf. Integr. – volume: 23 start-page: 1 issue: 1 year: 2019 ident: 10.1016/j.array.2020.100041_bib30 article-title: Service composition approaches for Internet of Things: a review publication-title: Int J Commun Network Distr Syst – volume: 13 start-page: 1256 issue: 3 year: 2016 ident: 10.1016/j.array.2020.100041_bib13 article-title: Energy-centered and QoS-aware services selection for internet of things publication-title: IEEE Transactions on Automation Science and Engineering doi: 10.1109/TASE.2016.2539240 – volume: 94 start-page: 185 year: 2019 ident: 10.1016/j.array.2020.100041_bib60 article-title: Optimal fitness aware cloud service composition using an adaptive genotypes evolution based genetic algorithm publication-title: Future Generat Comput Syst doi: 10.1016/j.future.2018.11.022 – volume: 14 start-page: 406 issue: 2 year: 2014 ident: 10.1016/j.array.2020.100041_bib10 article-title: Sensor search techniques for sensing as a service architecture for the internet of things publication-title: IEEE Sensor J doi: 10.1109/JSEN.2013.2282292 – issue: 1–9 year: 2013 ident: 10.1016/j.array.2020.100041_bib9 article-title: Resource virtualization and service selectionin cloud logistics publication-title: J Netw Comput Appl – volume: 8 start-page: 85939 year: 2020 ident: 10.1016/j.array.2020.100041_bib57 article-title: A hybrid service selection and composition model for cloud-edge computing in the internet of things publication-title: IEEE Access doi: 10.1109/ACCESS.2020.2992262 – volume: 97 start-page: 795 issue: 1–4 year: 2018 ident: 10.1016/j.array.2020.100041_bib25 article-title: Service optimal selection and composition in cloud manufacturing: a comprehensive survey publication-title: Int J Adv Manuf Technol doi: 10.1007/s00170-018-1910-4 – start-page: 1436 year: 2014 ident: 10.1016/j.array.2020.100041_bib21 article-title: An energy sentient methodology for sensor mapping and selection in IoT systems publication-title: IEEE International Symposium on Industrial Electronics – start-page: 1049 year: 2017 ident: 10.1016/j.array.2020.100041_bib24 article-title: A survey for service selection approaches in dynamic environments – start-page: 235 year: 2014 ident: 10.1016/j.array.2020.100041_bib20 article-title: Communication energy aware sensor selection in IoT systems – volume: 10 start-page: 1497 issue: 2 year: 2014 ident: 10.1016/j.array.2020.100041_bib40 article-title: QoS-Aware scheduling of services-oriented internet of things publication-title: IEEE Trans. Ind. Informatics doi: 10.1109/TII.2014.2306782 – year: 2014 ident: 10.1016/j.array.2020.100041_bib41 – start-page: 1 year: 2017 ident: 10.1016/j.array.2020.100041_bib28 article-title: A comparative analysis of IoT service composition approaches – year: 2007 ident: 10.1016/j.array.2020.100041_bib64 – volume: 23 start-page: 1163 issue: 2 year: 2020 ident: 10.1016/j.array.2020.100041_bib23 article-title: Service selection mechanisms in the Internet of Things (IoT): a systematic and comprehensive study publication-title: Cluster Comput doi: 10.1007/s10586-019-02984-4 – ident: 10.1016/j.array.2020.100041_bib46 – volume: 19 start-page: 1357 issue: 6 year: 2016 ident: 10.1016/j.array.2020.100041_bib54 article-title: A fast and scalable approach for IoT service selection based on a physical service model publication-title: Information Systems Frontiers doi: 10.1007/s10796-016-9650-1 – start-page: 67 year: 2017 ident: 10.1016/j.array.2020.100041_bib16 article-title: Minimizing energy consumption using internet of things publication-title: Int. J. Recent Innov. Trends Comput. Commun., no. March – start-page: 1 year: 2016 ident: 10.1016/j.array.2020.100041_bib7 article-title: HOLA: heuristic and opportunistic link selection algorithm for energy efficiency in Industrial Internet of Things (IIoT) systems – volume: 6 start-page: 26809 year: 2018 ident: 10.1016/j.array.2020.100041_bib18 article-title: Bi-objective optimization for energy aware internet of things service composition publication-title: IEEE Access doi: 10.1109/ACCESS.2018.2836334 – year: 2018 ident: 10.1016/j.array.2020.100041_bib1 – volume: 21 start-page: 64 year: 2014 ident: 10.1016/j.array.2020.100041_bib52 article-title: Flexible user-centric service selection algorithm for Internet of Things services publication-title: J China Univ Posts Telecommun doi: 10.1016/S1005-8885(14)60510-0 – start-page: 201 year: 2014 ident: 10.1016/j.array.2020.100041_bib19 article-title: QoS oriented sensor selection in IoT system |
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