Graph-based design of irregular metamaterials
In the field of metamaterial research, irregular structures offer a novel and less conventional approach compared to traditional periodic designs. Designing irregular metamaterials is challenging when it comes to ensuring interconnectivity, which is essential for manufacturability. This study introd...
Uloženo v:
| Vydáno v: | International journal of mechanical sciences Ročník 295; s. 110203 |
|---|---|
| Hlavní autoři: | , , , , , , |
| Médium: | Journal Article |
| Jazyk: | angličtina |
| Vydáno: |
Elsevier Ltd
01.06.2025
|
| Témata: | |
| ISSN: | 0020-7403 |
| On-line přístup: | Získat plný text |
| Tagy: |
Přidat tag
Žádné tagy, Buďte první, kdo vytvoří štítek k tomuto záznamu!
|
| Abstract | In the field of metamaterial research, irregular structures offer a novel and less conventional approach compared to traditional periodic designs. Designing irregular metamaterials is challenging when it comes to ensuring interconnectivity, which is essential for manufacturability. This study introduces an innovative framework for generating irregular metamaterials using graph algorithms, ensuring connectivity and adaptability across various base shapes, including cylinders, triangles, pyramids, and cubes. By employing graph algorithms, our framework enhances the intuitiveness and efficiency of design representation and manipulation, streamlining the design process. The framework generates families of designs that exhibit a wide range of property magnitudes that can be adjusted intuitively by modifying the input parameters. The rapid design process allows many designs to be generated, offering the user a multitude of solutions around the target property range. The designs can be effectively implemented in various fields and subjected to diverse analytical studies, including static, dynamic, and eigenfrequency assessments. We illustrate computational results for two key properties (stiffness and acoustic impedance), showcasing the method’s effectiveness through examples ranging from rod-based to cube-based designs. The framework not only advances metamaterial research but also creates new opportunities for innovation in fields requiring customized material properties.
[Display omitted]
•Efficient and fast method to design families of irregular metamaterials.•Using spanning trees within graphs to ensure interconnectivity of designs.•Versatile and adaptable to base elements like rods, triangles, pyramids, and cubes.•Capable of designing isotropic and anisotropic designs.•Enables designing metamaterials with directional strength in desired regions. |
|---|---|
| AbstractList | In the field of metamaterial research, irregular structures offer a novel and less conventional approach compared to traditional periodic designs. Designing irregular metamaterials is challenging when it comes to ensuring interconnectivity, which is essential for manufacturability. This study introduces an innovative framework for generating irregular metamaterials using graph algorithms, ensuring connectivity and adaptability across various base shapes, including cylinders, triangles, pyramids, and cubes. By employing graph algorithms, our framework enhances the intuitiveness and efficiency of design representation and manipulation, streamlining the design process. The framework generates families of designs that exhibit a wide range of property magnitudes that can be adjusted intuitively by modifying the input parameters. The rapid design process allows many designs to be generated, offering the user a multitude of solutions around the target property range. The designs can be effectively implemented in various fields and subjected to diverse analytical studies, including static, dynamic, and eigenfrequency assessments. We illustrate computational results for two key properties (stiffness and acoustic impedance), showcasing the method’s effectiveness through examples ranging from rod-based to cube-based designs. The framework not only advances metamaterial research but also creates new opportunities for innovation in fields requiring customized material properties.
[Display omitted]
•Efficient and fast method to design families of irregular metamaterials.•Using spanning trees within graphs to ensure interconnectivity of designs.•Versatile and adaptable to base elements like rods, triangles, pyramids, and cubes.•Capable of designing isotropic and anisotropic designs.•Enables designing metamaterials with directional strength in desired regions. |
| ArticleNumber | 110203 |
| Author | Karimi Mahabadi, Rayehe Chen, Zhi Brinson, L. Catherine Ogren, Alexander C. Zhang, Han Daraio, Chiara Rudin, Cynthia |
| Author_xml | – sequence: 1 givenname: Rayehe orcidid: 0000-0001-5177-635X surname: Karimi Mahabadi fullname: Karimi Mahabadi, Rayehe organization: Department of Mechanical Engineering and Materials Science, Duke University, Durham, NC, USA – sequence: 2 givenname: Zhi orcidid: 0000-0003-1993-5749 surname: Chen fullname: Chen, Zhi organization: Departments of Computer Science and Electrical and Computer Engineering, Duke University, Durham, NC, USA – sequence: 3 givenname: Alexander C. surname: Ogren fullname: Ogren, Alexander C. organization: Division of Engineering and Applied Science, California Institute of Technology, Pasadena, CA, USA – sequence: 4 givenname: Han orcidid: 0000-0002-7522-8101 surname: Zhang fullname: Zhang, Han organization: Department of Mechanical Engineering and Materials Science, Duke University, Durham, NC, USA – sequence: 5 givenname: Chiara orcidid: 0000-0001-5296-4440 surname: Daraio fullname: Daraio, Chiara organization: Division of Engineering and Applied Science, California Institute of Technology, Pasadena, CA, USA – sequence: 6 givenname: Cynthia orcidid: 0000-0003-4283-2780 surname: Rudin fullname: Rudin, Cynthia organization: Departments of Computer Science and Electrical and Computer Engineering, Duke University, Durham, NC, USA – sequence: 7 givenname: L. Catherine orcidid: 0000-0003-2551-1563 surname: Brinson fullname: Brinson, L. Catherine email: cate.brinson@duke.edu organization: Department of Mechanical Engineering and Materials Science, Duke University, Durham, NC, USA |
| BookMark | eNqFj8FKAzEURbOoYFv9BZkfmPElmWksuFCKtkLBja7Dm-SlZujMlCQK_r0p1Y2b8hYXHvdcODM2GcaBGLvhUHHgi9uu8l1PJhpfCRBNxTkIkBM2hZylqkFeslmMHQBX0MgpK9cBDx9li5FsYSn63VCMrvAh0O5zj6HoKWGPiYLHfbxiFy4HXf_mnL0_P72tNuX2df2yetyWRvI6lQRLIRsrl0jSLZZCiVYZYVyr8tO2hPkA29o6eQfSOGWUMBJcrZA3wgg5Z_enXRPGGAM5bXzC5MchBfR7zUEfdXWn_3T1UVefdDO--Icfgu8xfJ8HH04gZbkvT0HnBg2GrA9kkrajPzfxA4uPd_A |
| CitedBy_id | crossref_primary_10_1016_j_ijmecsci_2025_110875 |
| Cites_doi | 10.1039/D2NA00592A 10.1016/j.compstruc.2024.107511 10.1002/adma.202305254 10.1016/j.ijmecsci.2023.108182 10.1038/s42256-023-00762-x 10.1088/1361-6463/aa5a86 10.1002/adfm.202213818 10.1002/j.1538-7305.1957.tb01515.x 10.1002/ecj.12228 10.1016/j.cma.2021.113894 10.1002/admt.202100698 10.1016/j.ijmecsci.2025.110111 10.1016/j.cma.2025.117833 10.1016/j.jmps.2018.07.011 10.1016/j.apacoust.2025.110633 10.1016/j.eml.2024.102215 10.1016/j.eml.2022.101895 10.1109/LED.2022.3170613 10.1063/1.5119414 10.1002/advs.202406878 10.1002/adma.202302530 10.1016/j.matdes.2020.109254 10.1016/j.mser.2023.100755 10.1109/ACCESS.2019.2963375 10.1039/C9NR01315F 10.1016/j.eml.2021.101499 10.1016/j.ijmecsci.2024.108958 10.1038/s41598-020-73299-3 10.1016/j.ijmecsci.2024.109393 10.1023/A:1021827816867 10.1063/1.5007682 10.1038/s41467-023-42068-x 10.1016/j.ijmecsci.2024.109595 10.1038/srep42863 10.1016/j.ijmecsci.2024.109686 10.1038/s42254-023-00639-3 10.1073/pnas.2111505119 10.1126/science.abn1459 10.1016/j.compstruct.2022.115894 10.1016/j.jmps.2023.105294 10.1038/natrevmats.2016.1 10.1145/3605389 10.1002/adma.201901111 10.1121/1.5046068 10.1515/nanoph-2022-0671 10.1016/j.matdes.2023.112428 10.1016/j.ijmecsci.2025.110123 10.1063/5.0042834 10.1038/s41467-025-56122-3 10.3390/cryst14100887 10.1038/s41598-023-27678-1 10.1038/nature18960 10.1063/1.4831770 10.1137/17M1113473 10.1063/5.0074503 10.3390/app11052255 10.1109/JSEN.2022.3168827 10.1002/advs.202401494 10.1103/PhysRevApplied.18.054050 10.1016/j.ijmecsci.2025.109920 10.1002/nme.7476 10.1007/s11069-021-04580-5 10.1038/s41467-023-41679-8 10.1016/j.buildenv.2024.111250 10.1115/1.4066095 10.3390/jcs6110348 10.1016/j.matdes.2022.111175 10.1016/j.tws.2025.113074 10.1016/j.matdes.2021.110343 10.1016/j.matdes.2024.112932 10.1063/1.4986472 10.1038/s41467-023-40854-1 |
| ContentType | Journal Article |
| Copyright | 2025 |
| Copyright_xml | – notice: 2025 |
| DBID | AAYXX CITATION |
| DOI | 10.1016/j.ijmecsci.2025.110203 |
| DatabaseName | CrossRef |
| DatabaseTitle | CrossRef |
| DatabaseTitleList | |
| DeliveryMethod | fulltext_linktorsrc |
| Discipline | Engineering |
| ExternalDocumentID | 10_1016_j_ijmecsci_2025_110203 S0020740325002899 |
| GroupedDBID | --K --M -~X .~1 0R~ 1B1 1~. 1~5 4.4 457 4G. 5GY 5VS 7-5 71M 8P~ 9JN AAEDT AAEDW AAIKJ AAKOC AALRI AAOAW AAQFI AATTM AAXKI AAXUO AAYWO ABFRF ABJNI ABMAC ACDAQ ACGFO ACGFS ACRLP ACVFH ADBBV ADCNI ADEZE ADTZH AEBSH AECPX AEFWE AEIPS AEKER AENEX AEUPX AFJKZ AFPUW AFTJW AFXIZ AGCQF AGHFR AGRNS AGUBO AGYEJ AHHHB AHJVU AIEXJ AIGII AIIUN AIKHN AITUG AKBMS AKRWK AKYEP ALMA_UNASSIGNED_HOLDINGS AMRAJ ANKPU APXCP AXJTR BJAXD BKOJK BLXMC BNPGV CS3 DU5 EBS EFJIC EO8 EO9 EP2 EP3 FDB FIRID FNPLU FYGXN G-Q GBLVA IHE J1W JJJVA KOM LY7 M41 MO0 N9A O-L O9- OAUVE OZT P-8 P-9 P2P PC. Q38 RNS ROL RPZ SDF SDG SES SEW SPC SPCBC SSH SST SSZ T5K TN5 UNMZH XPP XSW ZMT ~G- 29J 6TJ 9DU AAQXK AAYXX ABFNM ABWVN ABXDB ACKIV ACLOT ACNNM ACRPL ADIYS ADMUD ADNMO AGQPQ ASPBG AVWKF AZFZN CITATION EFKBS EFLBG EJD FEDTE FGOYB G-2 HVGLF HZ~ R2- SET WUQ ~HD |
| ID | FETCH-LOGICAL-c314t-e09235d39ae3f69272b7c2cfb75d3dbeaeae0ab4df3803cf7c72c30f47a152c23 |
| ISICitedReferencesCount | 1 |
| ISICitedReferencesURI | http://www.webofscience.com/api/gateway?GWVersion=2&SrcApp=Summon&SrcAuth=ProQuest&DestLinkType=CitingArticles&DestApp=WOS_CPL&KeyUT=001477750300001&url=https%3A%2F%2Fcvtisr.summon.serialssolutions.com%2F%23%21%2Fsearch%3Fho%3Df%26include.ft.matches%3Dt%26l%3Dnull%26q%3D |
| ISSN | 0020-7403 |
| IngestDate | Sat Nov 29 07:56:12 EST 2025 Tue Nov 18 22:16:00 EST 2025 Sat Jun 07 17:02:02 EDT 2025 |
| IsPeerReviewed | true |
| IsScholarly | true |
| Keywords | Design Irregular Acoustic Metamaterial Graph algorithm |
| Language | English |
| LinkModel | OpenURL |
| MergedId | FETCHMERGED-LOGICAL-c314t-e09235d39ae3f69272b7c2cfb75d3dbeaeae0ab4df3803cf7c72c30f47a152c23 |
| ORCID | 0000-0001-5177-635X 0000-0003-4283-2780 0000-0003-1993-5749 0000-0001-5296-4440 0000-0002-7522-8101 0000-0003-2551-1563 |
| ParticipantIDs | crossref_citationtrail_10_1016_j_ijmecsci_2025_110203 crossref_primary_10_1016_j_ijmecsci_2025_110203 elsevier_sciencedirect_doi_10_1016_j_ijmecsci_2025_110203 |
| PublicationCentury | 2000 |
| PublicationDate | 2025-06-01 2025-06-00 |
| PublicationDateYYYYMMDD | 2025-06-01 |
| PublicationDate_xml | – month: 06 year: 2025 text: 2025-06-01 day: 01 |
| PublicationDecade | 2020 |
| PublicationTitle | International journal of mechanical sciences |
| PublicationYear | 2025 |
| Publisher | Elsevier Ltd |
| Publisher_xml | – name: Elsevier Ltd |
| References | Liu, Sun, Daraio (b23) 2022; 377 Cui, Wang, Zhang, Li (b32) 2024; 282 Lee, Chen, Wang, Chan, Chen (b47) 2024; 36 Dong, Wang (b86) 2022; 18 Kumar, Lee (b6) 2019; vol. 1 Cheng, Yu, Jia, Shi (b55) 2025 Xie, Konneker, Popa, Cummer (b36) 2013; 103 Qian, Kaminer, Chen (b72) 2025; 16 Du, Wu, Chen, Lin, Chi (b15) 2021; 11 Meyer, Bonatti, Tancogne-Dejean, Mohr (b74) 2022; 223 Chen, Ogren, Daraio, Brinson, Rudin (b68) 2022; 57 Dong, Wang, Wang (b87) 2023; 69 Bastek, Kumar, Telgen, Glaesener, Kochmann (b84) 2022; 119 D’Alessandro, Krushynska, Ardito, Pugno, Corigliano (b43) 2020; 10 Luo, Yu, Kang, Zhang, Liu, Tian (b17) 2024; 14 Broder (b78) 1989; vol. 89 Xu, Yang, Fan, Wang, Wu, Zhang (b54) 2024; 11 Valipour, Kargozarfard, Rakhshi, Yaghootian, Sedighi (b28) 2022; 236 Bastawrous, Chen, Ogren, Daraio, Rudin, Brinson (b69) 2025; 440 Mahabadi, Goudarzi, Fleury, Sohrabpour, Naghdabadi (b2) 2022; 146 Wu, Shan, Zhang, Sun, Wang, Sui, Jiang (b67) 2025 Gupta, Sharma, Thakur, Gulia (b18) 2023; 13 Kacin, Ozturk, Sevim, Mert, Ozer, Akgol (b20) 2021; 107 Ma, Cheng, Xu, Wen, Liu (b51) 2019; 31 Fang, Lou, Chen, Wang, Xu, Chuang (b19) 2023; 247 Yago, Sal-Anglada, Roca, Cante, Oliver (b88) 2024; 125 Gao, Cao, Xiao, Yang, Zhou, Li (b33) 2023; 156 Tanaka, Machida (b40) 2020; 103 Imani, Kim, Shin, Lee, Park, Vaidya (b8) 2024; 11 Mahabadi, Goudarzi, Fleury, Orazbayev, Naghdabadi (b29) 2022; 55 Werner, Bossard, Bayraktar, Jiang, Gregory, Werner (b45) 2013; vol. 127 Naghavi Khanghah, Wang, Xu (b63) 2025; 25 Ha, Yao, Xu, Liu, Liu, Elkins (b52) 2023; 14 Bastek, Kumar, Telgen, Glaesener, Kochmann (b62) 2022; 119 Karimi Mahabadi, Goudarzi, Fleury, Naghdabadi (b26) 2021; 11 Ding, Statharas, Yao, Hong (b34) 2017; 110 Cormen, Leiserson, Rivest, Stein (b77) 2022 Arjunan, Baroutaji, Robinson, Vance, Arafat (b5) 2024 Ji, Zhao, Yao, Oishi, Stewart, Jing (b16) 2023; 8 Prim (b80) 1957; 36 Yan, Wu, Meng, Tan, Liu, Wen (b12) 2024; 282 Feng, Qiao, Xu, Zhang, Li (b57) 2025; 287 Tran, Amirkulova, Khatami (b85) 2022; 30 Li, Yang, Liu, Yu, Lu, Zhu (b39) 2017; 7 Fuhg, Anantha Padmanabha, Bouklas, Bahmani, Sun, Vlassis (b48) 2024 Gavris, Sun (b73) 2024; 71 Wang, Xu, Duan, Xu, Pi (b31) 2023; 33 Krödel, Palermo, Daraio (b82) 2018; 144 Liu, Wang, Yang, Sun, Yang, Niu (b13) 2024; 269 Salahshoor, Pal, Rimoli (b25) 2018; 119 Krushynska, Torrent, Aragón, Ardito, Bilal, Bonello (b1) 2023; 12 Qahtan, Huang, Amran, Qader, Fediuk, Wael (b21) 2022; 6 Kim, Portela, Celli, Palermo, Daraio (b81) 2021; 49 Rodriguez, Calius, Khatibi, Orifici, Das (b49) 2024; 276 Zhang, Mahabadi, Rudin, Guilleminot, Brinson (b44) 2024; 305 Song, Yan, Wang, Zhang, Xue, Liu (b66) 2025; 11 Gebrekidan, Hwang, Kim, Song (b37) 2019; 115 Zheng, Kumar, Kochmann (b53) 2021; 383 Bastek, Kochmann (b65) 2023; 5 Bhuwal, Pang, Ashcroft, Sun, Liu (b24) 2023; 175 Zheng, Karapiperis, Kumar, Kochmann (b83) 2023; 14 Huang, Chen, Mai, Wan, Chen, He (b64) 2025; 234 Fang, Zhan (b56) 2019; 8 Zheng, Karapiperis, Kumar, Kochmann (b61) 2023; 14 Zaiser, Zapperi (b22) 2023; 5 Li, Wang, Ma, Zheng, Zhang, Li (b11) 2022; 297 Wei, Chen, Wei (b70) 2025 Jia, Yan, Hong (b38) 2021; 197 Brown, Deshpande, Garland, Pradeep, Fadel, Pilla (b60) 2023; 235 Yamaguchi, Yasuda, Tsujikawa, Kunimine, Yang (b76) 2022; 213 Gao, Zhang, Deng, Guo, Cheng, Hou (b7) 2022; 7 Zheng, Zhang, Chen, Watanabe (b71) 2023; 35 Lan, Wang, Ou (b58) 2022; 4 Kumar, Kumar, Chohan, Kumar (b27) 2022; 56 Cummer, Christensen, Alù (b3) 2016; 1 Chen, Zhu, Xie, Feng, Liu (b59) 2019; 11 Sheng, Fang, Yu, Wen (b14) 2024 Singh, Gupta, Kaler, Singh, Gill (b30) 2022; 22 Tsantili, Cho, Cai, Karniadakis (b42) 2018; 40 Ma, Huang, Liu, Wu (b9) 2022; 131 Liu, Wu (b50) 2024; 241 Coulais, Teomy, de Reus, Shokef, van Hecke (b41) 2016; 535 Jiao, Mueller, Raney, Zheng, Alavi (b46) 2023; 14 Makatura, Wang, Chen, Deng, Wojtan, Bickel (b75) 2023; 42 Li, Zhao, Hou, Fei, Zheng, Lou (b10) 2022; 43 Wu, Yang, Sheng (b4) 2018; 123 Tang, Ren (b35) 2017; 50 Kelner, Madry (b79) 2009 Qian (10.1016/j.ijmecsci.2025.110203_b72) 2025; 16 Li (10.1016/j.ijmecsci.2025.110203_b39) 2017; 7 Luo (10.1016/j.ijmecsci.2025.110203_b17) 2024; 14 Gavris (10.1016/j.ijmecsci.2025.110203_b73) 2024; 71 Xu (10.1016/j.ijmecsci.2025.110203_b54) 2024; 11 Yamaguchi (10.1016/j.ijmecsci.2025.110203_b76) 2022; 213 Chen (10.1016/j.ijmecsci.2025.110203_b59) 2019; 11 Bastek (10.1016/j.ijmecsci.2025.110203_b84) 2022; 119 Wu (10.1016/j.ijmecsci.2025.110203_b4) 2018; 123 Arjunan (10.1016/j.ijmecsci.2025.110203_b5) 2024 Ma (10.1016/j.ijmecsci.2025.110203_b9) 2022; 131 Li (10.1016/j.ijmecsci.2025.110203_b11) 2022; 297 Li (10.1016/j.ijmecsci.2025.110203_b10) 2022; 43 Sheng (10.1016/j.ijmecsci.2025.110203_b14) 2024 Song (10.1016/j.ijmecsci.2025.110203_b66) 2025; 11 Fuhg (10.1016/j.ijmecsci.2025.110203_b48) 2024 Gao (10.1016/j.ijmecsci.2025.110203_b7) 2022; 7 Singh (10.1016/j.ijmecsci.2025.110203_b30) 2022; 22 Tsantili (10.1016/j.ijmecsci.2025.110203_b42) 2018; 40 Ha (10.1016/j.ijmecsci.2025.110203_b52) 2023; 14 Fang (10.1016/j.ijmecsci.2025.110203_b56) 2019; 8 Brown (10.1016/j.ijmecsci.2025.110203_b60) 2023; 235 Zaiser (10.1016/j.ijmecsci.2025.110203_b22) 2023; 5 Bhuwal (10.1016/j.ijmecsci.2025.110203_b24) 2023; 175 Krödel (10.1016/j.ijmecsci.2025.110203_b82) 2018; 144 Karimi Mahabadi (10.1016/j.ijmecsci.2025.110203_b26) 2021; 11 Wang (10.1016/j.ijmecsci.2025.110203_b31) 2023; 33 Lan (10.1016/j.ijmecsci.2025.110203_b58) 2022; 4 Krushynska (10.1016/j.ijmecsci.2025.110203_b1) 2023; 12 Kim (10.1016/j.ijmecsci.2025.110203_b81) 2021; 49 Prim (10.1016/j.ijmecsci.2025.110203_b80) 1957; 36 Kelner (10.1016/j.ijmecsci.2025.110203_b79) 2009 Bastawrous (10.1016/j.ijmecsci.2025.110203_b69) 2025; 440 Gao (10.1016/j.ijmecsci.2025.110203_b33) 2023; 156 Gebrekidan (10.1016/j.ijmecsci.2025.110203_b37) 2019; 115 Liu (10.1016/j.ijmecsci.2025.110203_b50) 2024; 241 Feng (10.1016/j.ijmecsci.2025.110203_b57) 2025; 287 Bastek (10.1016/j.ijmecsci.2025.110203_b62) 2022; 119 Tang (10.1016/j.ijmecsci.2025.110203_b35) 2017; 50 Jiao (10.1016/j.ijmecsci.2025.110203_b46) 2023; 14 Wu (10.1016/j.ijmecsci.2025.110203_b67) 2025 Tanaka (10.1016/j.ijmecsci.2025.110203_b40) 2020; 103 Cheng (10.1016/j.ijmecsci.2025.110203_b55) 2025 Qahtan (10.1016/j.ijmecsci.2025.110203_b21) 2022; 6 Mahabadi (10.1016/j.ijmecsci.2025.110203_b29) 2022; 55 Cui (10.1016/j.ijmecsci.2025.110203_b32) 2024; 282 Imani (10.1016/j.ijmecsci.2025.110203_b8) 2024; 11 Jia (10.1016/j.ijmecsci.2025.110203_b38) 2021; 197 Coulais (10.1016/j.ijmecsci.2025.110203_b41) 2016; 535 Zheng (10.1016/j.ijmecsci.2025.110203_b61) 2023; 14 Dong (10.1016/j.ijmecsci.2025.110203_b86) 2022; 18 Kumar (10.1016/j.ijmecsci.2025.110203_b6) 2019; vol. 1 Liu (10.1016/j.ijmecsci.2025.110203_b23) 2022; 377 Salahshoor (10.1016/j.ijmecsci.2025.110203_b25) 2018; 119 Werner (10.1016/j.ijmecsci.2025.110203_b45) 2013; vol. 127 Zheng (10.1016/j.ijmecsci.2025.110203_b53) 2021; 383 Gupta (10.1016/j.ijmecsci.2025.110203_b18) 2023; 13 Wei (10.1016/j.ijmecsci.2025.110203_b70) 2025 Zhang (10.1016/j.ijmecsci.2025.110203_b44) 2024; 305 Kumar (10.1016/j.ijmecsci.2025.110203_b27) 2022; 56 Liu (10.1016/j.ijmecsci.2025.110203_b13) 2024; 269 Makatura (10.1016/j.ijmecsci.2025.110203_b75) 2023; 42 Zheng (10.1016/j.ijmecsci.2025.110203_b71) 2023; 35 Broder (10.1016/j.ijmecsci.2025.110203_b78) 1989; vol. 89 Fang (10.1016/j.ijmecsci.2025.110203_b19) 2023; 247 Rodriguez (10.1016/j.ijmecsci.2025.110203_b49) 2024; 276 Lee (10.1016/j.ijmecsci.2025.110203_b47) 2024; 36 Du (10.1016/j.ijmecsci.2025.110203_b15) 2021; 11 Xie (10.1016/j.ijmecsci.2025.110203_b36) 2013; 103 Yago (10.1016/j.ijmecsci.2025.110203_b88) 2024; 125 Mahabadi (10.1016/j.ijmecsci.2025.110203_b2) 2022; 146 Yan (10.1016/j.ijmecsci.2025.110203_b12) 2024; 282 Dong (10.1016/j.ijmecsci.2025.110203_b87) 2023; 69 Zheng (10.1016/j.ijmecsci.2025.110203_b83) 2023; 14 D’Alessandro (10.1016/j.ijmecsci.2025.110203_b43) 2020; 10 Chen (10.1016/j.ijmecsci.2025.110203_b68) 2022; 57 Cummer (10.1016/j.ijmecsci.2025.110203_b3) 2016; 1 Valipour (10.1016/j.ijmecsci.2025.110203_b28) 2022; 236 Kacin (10.1016/j.ijmecsci.2025.110203_b20) 2021; 107 Naghavi Khanghah (10.1016/j.ijmecsci.2025.110203_b63) 2025; 25 Meyer (10.1016/j.ijmecsci.2025.110203_b74) 2022; 223 Tran (10.1016/j.ijmecsci.2025.110203_b85) 2022; 30 Cormen (10.1016/j.ijmecsci.2025.110203_b77) 2022 Bastek (10.1016/j.ijmecsci.2025.110203_b65) 2023; 5 Ma (10.1016/j.ijmecsci.2025.110203_b51) 2019; 31 Ji (10.1016/j.ijmecsci.2025.110203_b16) 2023; 8 Huang (10.1016/j.ijmecsci.2025.110203_b64) 2025; 234 Ding (10.1016/j.ijmecsci.2025.110203_b34) 2017; 110 |
| References_xml | – volume: 18 year: 2022 ident: b86 article-title: Optimal design of three-dimensional voxel printed multimaterial lattice metamaterials via machine learning and evolutionary algorithm publication-title: Phys Rev Appl – volume: 1 start-page: 1 year: 2016 end-page: 13 ident: b3 article-title: Controlling sound with acoustic metamaterials publication-title: Nat Rev Mater – volume: 282 year: 2024 ident: b12 article-title: Double-strip metamaterial for vibration isolation and shock attenuation publication-title: Int J Mech Sci – volume: 123 year: 2018 ident: b4 article-title: Perspective: Acoustic metamaterials in transition publication-title: J Appl Phys – volume: 50 year: 2017 ident: b35 article-title: Total transmission of airborne sound by impedance-matched ultra-thin metasurfaces publication-title: J Phys D: Appl Phys – volume: 287 year: 2025 ident: b57 article-title: Accelerated design of acoustic-mechanical multifunctional metamaterials via neural network publication-title: Int J Mech Sci – volume: 8 year: 2023 ident: b16 article-title: Metamaterial-augmented head-mounted audio module publication-title: Adv Mater Technol – volume: 11 start-page: 2255 year: 2021 ident: b26 article-title: Multifunctional hyperelastic structured surface for tunable and switchable transparency publication-title: Appl Sci – volume: 156 year: 2023 ident: b33 article-title: Rational designs of mechanical metamaterials: Formulations, architectures, tessellations and prospects publication-title: Mater Sci Eng: R: Rep – volume: 197 year: 2021 ident: b38 article-title: Sound energy enhancement via impedance-matched anisotropic metamaterial publication-title: Mater Des – volume: 8 start-page: 24506 year: 2019 end-page: 24513 ident: b56 article-title: Deep physical informed neural networks for metamaterial design publication-title: Ieee Access – volume: 377 start-page: 975 year: 2022 end-page: 981 ident: b23 article-title: Growth rules for irregular architected materials with programmable properties publication-title: Science – volume: 175 year: 2023 ident: b24 article-title: Discovery of quasi-disordered truss metamaterials inspired by natural cellular materials publication-title: J Mech Phys Solids – volume: 282 year: 2024 ident: b32 article-title: An intelligent design system for tailored metamaterial properties publication-title: Int J Mech Sci – volume: 144 start-page: 319 year: 2018 end-page: 329 ident: b82 article-title: Acoustic properties of porous microlattices from effective medium to scattering dominated regimes publication-title: J Acoust Soc Am – volume: vol. 1 start-page: 590 year: 2019 end-page: 607 ident: b6 article-title: The present and future role of acoustic metamaterials for architectural and urban noise mitigations publication-title: Acoustics – volume: 7 start-page: 42863 year: 2017 ident: b39 article-title: Broadband gradient impedance matching using an acoustic metamaterial for ultrasonic transducers publication-title: Sci Rep – volume: 49 year: 2021 ident: b81 article-title: Poroelastic microlattices for underwater wave focusing publication-title: Extrem Mech Lett – volume: 69 year: 2023 ident: b87 article-title: Modeling and design of three-dimensional voxel printed lattice metamaterials publication-title: Addit Manuf – volume: 119 year: 2022 ident: b84 article-title: Inverting the structure–property map of truss metamaterials by deep learning publication-title: Proc Natl Acad Sci – volume: 14 start-page: 7563 year: 2023 ident: b61 article-title: Unifying the design space and optimizing linear and nonlinear truss metamaterials by generative modeling publication-title: Nat Commun – volume: 535 start-page: 529 year: 2016 end-page: 532 ident: b41 article-title: Combinatorial design of textured mechanical metamaterials publication-title: Nature – volume: 241 year: 2024 ident: b50 article-title: Machine learning and feature representation approaches to predict stress-strain curves of additively manufactured metamaterials with varying structure and process parameters publication-title: Mater Des – volume: 119 year: 2022 ident: b62 article-title: Inverting the structure–property map of truss metamaterials by deep learning publication-title: Proc Natl Acad Sci – volume: 33 year: 2023 ident: b31 article-title: Review of broadband metamaterial absorbers: from principles, design strategies, and tunable properties to functional applications publication-title: Adv Funct Mater – volume: 35 year: 2023 ident: b71 article-title: Deep learning in mechanical metamaterials: from prediction and generation to inverse design publication-title: Adv Mater – volume: 103 start-page: 38 year: 2020 end-page: 47 ident: b40 article-title: Super broadband acoustic impedance matching by MUT-type acoustic metamaterial publication-title: Electron Commun Japan – volume: 5 start-page: 679 year: 2023 end-page: 688 ident: b22 article-title: Disordered mechanical metamaterials publication-title: Nat Rev Phys – volume: 31 year: 2019 ident: b51 article-title: Probabilistic representation and inverse design of metamaterials based on a deep generative model with semi-supervised learning strategy publication-title: Adv Mater – volume: 11 year: 2024 ident: b54 article-title: Physics-informed inverse design of programmable metasurfaces publication-title: Adv Sci – volume: 16 start-page: 1154 year: 2025 ident: b72 article-title: A guidance to intelligent metamaterials and metamaterials intelligence publication-title: Nat Commun – volume: 213 year: 2022 ident: b76 article-title: Graph-theoretic estimation of reconfigurability in origami-based metamaterials publication-title: Mater Des – year: 2025 ident: b67 article-title: Implementing the inverse design and vibration isolation applications of piezoelectric acoustic black hole beams by machine learning publication-title: Thin-Walled Struct – volume: 11 year: 2024 ident: b8 article-title: Advanced ultrasound energy transfer technologies using metamaterial structures publication-title: Adv Sci – volume: 14 start-page: 887 year: 2024 ident: b17 article-title: Analysis of low-frequency sound absorption performance and optimization of structural parameters for acoustic metamaterials for spatial double helix resonators publication-title: Crystals – year: 2025 ident: b55 article-title: A physics-informed neural network-based method for dispersion calculations publication-title: Int J Mech Sci – volume: 269 year: 2024 ident: b13 article-title: Customized quasi-zero-stiffness metamaterials for ultra-low frequency broadband vibration isolation publication-title: Int J Mech Sci – volume: 14 start-page: 6004 year: 2023 ident: b46 article-title: Mechanical metamaterials and beyond publication-title: Nat Commun – start-page: 1 year: 2024 end-page: 43 ident: b48 article-title: A review on data-driven constitutive laws for solids publication-title: Arch Comput Methods Eng – volume: 6 start-page: 348 year: 2022 ident: b21 article-title: Seismic composite metamaterial: a review publication-title: J Compos Sci – volume: vol. 89 start-page: 442 year: 1989 end-page: 447 ident: b78 article-title: Generating random spanning trees publication-title: FOCS – volume: 131 year: 2022 ident: b9 article-title: Acoustic focusing and imaging via phononic crystal and acoustic metamaterials publication-title: J Appl Phys – volume: 440 year: 2025 ident: b69 article-title: A multiscale design method using interpretable machine learning for phononic materials with closely interacting scales publication-title: Comput Methods Appl Mech Engrg – volume: 305 year: 2024 ident: b44 article-title: Uncertainty quantification of acoustic metamaterial bandgaps with stochastic material properties and geometric defects publication-title: Comput Struct – volume: 247 year: 2023 ident: b19 article-title: Broadband Rayleigh wave attenuation utilizing an inertant seismic metamaterial publication-title: Int J Mech Sci – volume: 5 start-page: 1466 year: 2023 end-page: 1475 ident: b65 article-title: Inverse design of nonlinear mechanical metamaterials via video denoising diffusion models publication-title: Nat Mach Intell – volume: 22 start-page: 10524 year: 2022 end-page: 10531 ident: b30 article-title: Designing and analysis of ultrathin metamaterial absorber for W band biomedical sensing application publication-title: IEEE Sensors J – volume: 297 year: 2022 ident: b11 article-title: A self-sensing and self-actuating metamaterial sandwich structure for the low-frequency vibration mitigation and isolation publication-title: Compos Struct – volume: 55 year: 2022 ident: b29 article-title: Effect of mechanical nonlinearity on the electromagnetic response of a microwave tunable metamaterial publication-title: J Phys D: Appl Phys – volume: 223 year: 2022 ident: b74 article-title: Graph-based metamaterials: Deep learning of structure-property relations publication-title: Mater Des – volume: 234 year: 2025 ident: b64 article-title: Performance prediction and inverse design of cylindrical plate-type acoustic metamaterials based on deep learning publication-title: Appl Acoust – volume: 13 start-page: 2293 year: 2023 ident: b18 article-title: Metamaterial foundation for seismic wave attenuation for low and wide frequency band publication-title: Sci Rep – volume: 107 start-page: 213 year: 2021 end-page: 229 ident: b20 article-title: Seismic metamaterials for low-frequency mechanical wave attenuation publication-title: Nat Hazards – volume: 57 year: 2022 ident: b68 article-title: How to see hidden patterns in metamaterials with interpretable machine learning publication-title: Extrem Mech Lett – volume: 146 year: 2022 ident: b2 article-title: Effects of resonator geometry and substrate stiffness on the tunability of a deformable microwave metasurface publication-title: AEU-Int J Electron Commun – volume: 110 year: 2017 ident: b34 article-title: A broadband acoustic metamaterial with impedance matching layer of gradient index publication-title: Appl Phys Lett – volume: 276 year: 2024 ident: b49 article-title: An automated design framework for composite mechanical metamaterials and its application to 2D pentamode materials publication-title: Int J Mech Sci – volume: 30 year: 2022 ident: b85 article-title: Broadband acoustic metamaterial design via machine learning publication-title: J Theor Comput Acoust – volume: 36 year: 2024 ident: b47 article-title: Data-driven design for metamaterials and multiscale systems: A review publication-title: Adv Mater – volume: 11 year: 2025 ident: b66 article-title: Genetic algorithm-enabled mechanical metamaterials for vibration isolation with different payloads publication-title: J Mater – volume: 12 start-page: 659 year: 2023 end-page: 686 ident: b1 article-title: Emerging topics in nanophononics and elastic, acoustic, and mechanical metamaterials: an overview publication-title: Nanophotonics – volume: 103 year: 2013 ident: b36 article-title: Tapered labyrinthine acoustic metamaterials for broadband impedance matching publication-title: Appl Phys Lett – year: 2025 ident: b70 article-title: Generative deep learning for designing irregular metamaterials with programmable nonlinear mechanical responses publication-title: Int J Mech Sci – volume: vol. 127 start-page: 97 year: 2013 end-page: 146 ident: b45 article-title: Nature inspired optimization techniques for metamaterial design publication-title: Numerical methods for metamaterial design – volume: 14 start-page: 5765 year: 2023 ident: b52 article-title: Rapid inverse design of metamaterials based on prescribed mechanical behavior through machine learning publication-title: Nat Commun – volume: 56 start-page: 3016 year: 2022 end-page: 3024 ident: b27 article-title: Overview on metamaterial: History, types and applications publication-title: Mater Today: Proc – volume: 383 year: 2021 ident: b53 article-title: Data-driven topology optimization of spinodoid metamaterials with seamlessly tunable anisotropy publication-title: Comput Methods Appl Mech Engrg – volume: 125 year: 2024 ident: b88 article-title: Machine learning in solid mechanics: Application to acoustic metamaterial design publication-title: Internat J Numer Methods Engrg – volume: 11 start-page: 9749 year: 2019 end-page: 9755 ident: b59 article-title: Smart inverse design of graphene-based photonic metamaterials by an adaptive artificial neural network publication-title: Nanoscale – volume: 25 year: 2025 ident: b63 article-title: Reconstruction and generation of porous metamaterial units via variational graph autoencoder and large language model publication-title: J Comput Inf Sci Eng – start-page: 1 year: 2024 end-page: 21 ident: b14 article-title: Mitigating aeroelastic vibration of strongly nonlinear metamaterial supersonic wings under high temperature publication-title: Nonlinear Dynam – year: 2022 ident: b77 article-title: Introduction to algorithms – volume: 10 start-page: 16403 year: 2020 ident: b43 article-title: A design strategy to match the band gap of periodic and aperiodic metamaterials publication-title: Sci Rep – volume: 71 year: 2024 ident: b73 article-title: Topology optimization with graph neural network enabled regularized thresholding publication-title: Extrem Mech Lett – volume: 43 start-page: 946 year: 2022 end-page: 949 ident: b10 article-title: High-frequency self-focusing ultrasonic transducer with piezoelectric metamaterial publication-title: IEEE Electron Device Lett – volume: 40 start-page: B353 year: 2018 end-page: B378 ident: b42 article-title: A computational stochastic methodology for the design of random meta-materials under geometric constraints publication-title: SIAM J Sci Comput – volume: 36 start-page: 1389 year: 1957 end-page: 1401 ident: b80 article-title: Shortest connection networks and some generalizations publication-title: Bell Syst Tech J – volume: 14 start-page: 7563 year: 2023 ident: b83 article-title: Unifying the design space and optimizing linear and nonlinear truss metamaterials by generative modeling publication-title: Nat Commun – volume: 235 year: 2023 ident: b60 article-title: Deep reinforcement learning for the design of mechanical metamaterials with tunable deformation and hysteretic characteristics publication-title: Mater Des – volume: 236 start-page: 2171 year: 2022 end-page: 2210 ident: b28 article-title: Metamaterials and their applications: an overview publication-title: Proc Inst Mech Eng Part L: J Mater: Des Appl – year: 2024 ident: b5 article-title: Acoustic metamaterials for sound absorption and insulation in buildings publication-title: Build Environ – volume: 7 year: 2022 ident: b7 article-title: Acoustic metamaterials for noise reduction: a review publication-title: Adv Mater Technol – volume: 11 year: 2021 ident: b15 article-title: Control the structure to optimize the performance of sound absorption of acoustic metamaterial: A review publication-title: AIP Adv – volume: 119 start-page: 382 year: 2018 end-page: 399 ident: b25 article-title: Material symmetry phase transitions in three-dimensional tensegrity metamaterials publication-title: J Mech Phys Solids – volume: 42 start-page: 1 year: 2023 end-page: 19 ident: b75 article-title: Procedural metamaterials: A unified procedural graph for metamaterial design publication-title: ACM Trans Graph – volume: 115 year: 2019 ident: b37 article-title: Broadband impedance matching using acoustic metamaterial with a helical hole publication-title: Appl Phys Lett – start-page: 13 year: 2009 end-page: 21 ident: b79 article-title: Faster generation of random spanning trees publication-title: 2009 50th annual IEEE symposium on foundations of computer science – volume: 4 start-page: 5137 year: 2022 end-page: 5143 ident: b58 article-title: Optimization of metamaterials and metamaterial-microcavity based on deep neural networks publication-title: Nanoscale Adv – volume: 4 start-page: 5137 issue: 23 year: 2022 ident: 10.1016/j.ijmecsci.2025.110203_b58 article-title: Optimization of metamaterials and metamaterial-microcavity based on deep neural networks publication-title: Nanoscale Adv doi: 10.1039/D2NA00592A – volume: 305 year: 2024 ident: 10.1016/j.ijmecsci.2025.110203_b44 article-title: Uncertainty quantification of acoustic metamaterial bandgaps with stochastic material properties and geometric defects publication-title: Comput Struct doi: 10.1016/j.compstruc.2024.107511 – volume: 36 issue: 8 year: 2024 ident: 10.1016/j.ijmecsci.2025.110203_b47 article-title: Data-driven design for metamaterials and multiscale systems: A review publication-title: Adv Mater doi: 10.1002/adma.202305254 – volume: 247 year: 2023 ident: 10.1016/j.ijmecsci.2025.110203_b19 article-title: Broadband Rayleigh wave attenuation utilizing an inertant seismic metamaterial publication-title: Int J Mech Sci doi: 10.1016/j.ijmecsci.2023.108182 – volume: 5 start-page: 1466 issue: 12 year: 2023 ident: 10.1016/j.ijmecsci.2025.110203_b65 article-title: Inverse design of nonlinear mechanical metamaterials via video denoising diffusion models publication-title: Nat Mach Intell doi: 10.1038/s42256-023-00762-x – volume: 50 issue: 10 year: 2017 ident: 10.1016/j.ijmecsci.2025.110203_b35 article-title: Total transmission of airborne sound by impedance-matched ultra-thin metasurfaces publication-title: J Phys D: Appl Phys doi: 10.1088/1361-6463/aa5a86 – volume: 33 issue: 14 year: 2023 ident: 10.1016/j.ijmecsci.2025.110203_b31 article-title: Review of broadband metamaterial absorbers: from principles, design strategies, and tunable properties to functional applications publication-title: Adv Funct Mater doi: 10.1002/adfm.202213818 – volume: 56 start-page: 3016 year: 2022 ident: 10.1016/j.ijmecsci.2025.110203_b27 article-title: Overview on metamaterial: History, types and applications publication-title: Mater Today: Proc – volume: 36 start-page: 1389 issue: 6 year: 1957 ident: 10.1016/j.ijmecsci.2025.110203_b80 article-title: Shortest connection networks and some generalizations publication-title: Bell Syst Tech J doi: 10.1002/j.1538-7305.1957.tb01515.x – volume: 103 start-page: 38 issue: 1–4 year: 2020 ident: 10.1016/j.ijmecsci.2025.110203_b40 article-title: Super broadband acoustic impedance matching by MUT-type acoustic metamaterial publication-title: Electron Commun Japan doi: 10.1002/ecj.12228 – volume: 383 year: 2021 ident: 10.1016/j.ijmecsci.2025.110203_b53 article-title: Data-driven topology optimization of spinodoid metamaterials with seamlessly tunable anisotropy publication-title: Comput Methods Appl Mech Engrg doi: 10.1016/j.cma.2021.113894 – volume: 8 issue: 19 year: 2023 ident: 10.1016/j.ijmecsci.2025.110203_b16 article-title: Metamaterial-augmented head-mounted audio module publication-title: Adv Mater Technol – volume: 7 issue: 6 year: 2022 ident: 10.1016/j.ijmecsci.2025.110203_b7 article-title: Acoustic metamaterials for noise reduction: a review publication-title: Adv Mater Technol doi: 10.1002/admt.202100698 – year: 2025 ident: 10.1016/j.ijmecsci.2025.110203_b55 article-title: A physics-informed neural network-based method for dispersion calculations publication-title: Int J Mech Sci doi: 10.1016/j.ijmecsci.2025.110111 – volume: 440 year: 2025 ident: 10.1016/j.ijmecsci.2025.110203_b69 article-title: A multiscale design method using interpretable machine learning for phononic materials with closely interacting scales publication-title: Comput Methods Appl Mech Engrg doi: 10.1016/j.cma.2025.117833 – volume: 119 start-page: 382 year: 2018 ident: 10.1016/j.ijmecsci.2025.110203_b25 article-title: Material symmetry phase transitions in three-dimensional tensegrity metamaterials publication-title: J Mech Phys Solids doi: 10.1016/j.jmps.2018.07.011 – volume: vol. 127 start-page: 97 year: 2013 ident: 10.1016/j.ijmecsci.2025.110203_b45 article-title: Nature inspired optimization techniques for metamaterial design – volume: 234 year: 2025 ident: 10.1016/j.ijmecsci.2025.110203_b64 article-title: Performance prediction and inverse design of cylindrical plate-type acoustic metamaterials based on deep learning publication-title: Appl Acoust doi: 10.1016/j.apacoust.2025.110633 – volume: 71 year: 2024 ident: 10.1016/j.ijmecsci.2025.110203_b73 article-title: Topology optimization with graph neural network enabled regularized thresholding publication-title: Extrem Mech Lett doi: 10.1016/j.eml.2024.102215 – volume: 57 year: 2022 ident: 10.1016/j.ijmecsci.2025.110203_b68 article-title: How to see hidden patterns in metamaterials with interpretable machine learning publication-title: Extrem Mech Lett doi: 10.1016/j.eml.2022.101895 – volume: 43 start-page: 946 issue: 6 year: 2022 ident: 10.1016/j.ijmecsci.2025.110203_b10 article-title: High-frequency self-focusing ultrasonic transducer with piezoelectric metamaterial publication-title: IEEE Electron Device Lett doi: 10.1109/LED.2022.3170613 – volume: 115 issue: 15 year: 2019 ident: 10.1016/j.ijmecsci.2025.110203_b37 article-title: Broadband impedance matching using acoustic metamaterial with a helical hole publication-title: Appl Phys Lett doi: 10.1063/1.5119414 – volume: 11 issue: 41 year: 2024 ident: 10.1016/j.ijmecsci.2025.110203_b54 article-title: Physics-informed inverse design of programmable metasurfaces publication-title: Adv Sci doi: 10.1002/advs.202406878 – volume: 35 issue: 45 year: 2023 ident: 10.1016/j.ijmecsci.2025.110203_b71 article-title: Deep learning in mechanical metamaterials: from prediction and generation to inverse design publication-title: Adv Mater doi: 10.1002/adma.202302530 – volume: 197 year: 2021 ident: 10.1016/j.ijmecsci.2025.110203_b38 article-title: Sound energy enhancement via impedance-matched anisotropic metamaterial publication-title: Mater Des doi: 10.1016/j.matdes.2020.109254 – volume: 156 year: 2023 ident: 10.1016/j.ijmecsci.2025.110203_b33 article-title: Rational designs of mechanical metamaterials: Formulations, architectures, tessellations and prospects publication-title: Mater Sci Eng: R: Rep doi: 10.1016/j.mser.2023.100755 – volume: 8 start-page: 24506 year: 2019 ident: 10.1016/j.ijmecsci.2025.110203_b56 article-title: Deep physical informed neural networks for metamaterial design publication-title: Ieee Access doi: 10.1109/ACCESS.2019.2963375 – volume: 11 start-page: 9749 issue: 19 year: 2019 ident: 10.1016/j.ijmecsci.2025.110203_b59 article-title: Smart inverse design of graphene-based photonic metamaterials by an adaptive artificial neural network publication-title: Nanoscale doi: 10.1039/C9NR01315F – volume: 49 year: 2021 ident: 10.1016/j.ijmecsci.2025.110203_b81 article-title: Poroelastic microlattices for underwater wave focusing publication-title: Extrem Mech Lett doi: 10.1016/j.eml.2021.101499 – volume: 269 year: 2024 ident: 10.1016/j.ijmecsci.2025.110203_b13 article-title: Customized quasi-zero-stiffness metamaterials for ultra-low frequency broadband vibration isolation publication-title: Int J Mech Sci doi: 10.1016/j.ijmecsci.2024.108958 – volume: 10 start-page: 16403 issue: 1 year: 2020 ident: 10.1016/j.ijmecsci.2025.110203_b43 article-title: A design strategy to match the band gap of periodic and aperiodic metamaterials publication-title: Sci Rep doi: 10.1038/s41598-020-73299-3 – volume: 276 year: 2024 ident: 10.1016/j.ijmecsci.2025.110203_b49 article-title: An automated design framework for composite mechanical metamaterials and its application to 2D pentamode materials publication-title: Int J Mech Sci doi: 10.1016/j.ijmecsci.2024.109393 – volume: 11 issue: 3 year: 2025 ident: 10.1016/j.ijmecsci.2025.110203_b66 article-title: Genetic algorithm-enabled mechanical metamaterials for vibration isolation with different payloads publication-title: J Mater doi: 10.1023/A:1021827816867 – start-page: 13 year: 2009 ident: 10.1016/j.ijmecsci.2025.110203_b79 article-title: Faster generation of random spanning trees – volume: 30 issue: 03 year: 2022 ident: 10.1016/j.ijmecsci.2025.110203_b85 article-title: Broadband acoustic metamaterial design via machine learning publication-title: J Theor Comput Acoust – volume: 69 year: 2023 ident: 10.1016/j.ijmecsci.2025.110203_b87 article-title: Modeling and design of three-dimensional voxel printed lattice metamaterials publication-title: Addit Manuf – volume: 123 issue: 9 year: 2018 ident: 10.1016/j.ijmecsci.2025.110203_b4 article-title: Perspective: Acoustic metamaterials in transition publication-title: J Appl Phys doi: 10.1063/1.5007682 – volume: 14 start-page: 7563 issue: 1 year: 2023 ident: 10.1016/j.ijmecsci.2025.110203_b83 article-title: Unifying the design space and optimizing linear and nonlinear truss metamaterials by generative modeling publication-title: Nat Commun doi: 10.1038/s41467-023-42068-x – volume: 282 year: 2024 ident: 10.1016/j.ijmecsci.2025.110203_b32 article-title: An intelligent design system for tailored metamaterial properties publication-title: Int J Mech Sci doi: 10.1016/j.ijmecsci.2024.109595 – volume: 7 start-page: 42863 issue: 1 year: 2017 ident: 10.1016/j.ijmecsci.2025.110203_b39 article-title: Broadband gradient impedance matching using an acoustic metamaterial for ultrasonic transducers publication-title: Sci Rep doi: 10.1038/srep42863 – volume: 146 year: 2022 ident: 10.1016/j.ijmecsci.2025.110203_b2 article-title: Effects of resonator geometry and substrate stiffness on the tunability of a deformable microwave metasurface publication-title: AEU-Int J Electron Commun – volume: 282 year: 2024 ident: 10.1016/j.ijmecsci.2025.110203_b12 article-title: Double-strip metamaterial for vibration isolation and shock attenuation publication-title: Int J Mech Sci doi: 10.1016/j.ijmecsci.2024.109686 – volume: 5 start-page: 679 issue: 11 year: 2023 ident: 10.1016/j.ijmecsci.2025.110203_b22 article-title: Disordered mechanical metamaterials publication-title: Nat Rev Phys doi: 10.1038/s42254-023-00639-3 – year: 2022 ident: 10.1016/j.ijmecsci.2025.110203_b77 – volume: 119 issue: 1 year: 2022 ident: 10.1016/j.ijmecsci.2025.110203_b84 article-title: Inverting the structure–property map of truss metamaterials by deep learning publication-title: Proc Natl Acad Sci doi: 10.1073/pnas.2111505119 – volume: 377 start-page: 975 issue: 6609 year: 2022 ident: 10.1016/j.ijmecsci.2025.110203_b23 article-title: Growth rules for irregular architected materials with programmable properties publication-title: Science doi: 10.1126/science.abn1459 – volume: 297 year: 2022 ident: 10.1016/j.ijmecsci.2025.110203_b11 article-title: A self-sensing and self-actuating metamaterial sandwich structure for the low-frequency vibration mitigation and isolation publication-title: Compos Struct doi: 10.1016/j.compstruct.2022.115894 – volume: 175 year: 2023 ident: 10.1016/j.ijmecsci.2025.110203_b24 article-title: Discovery of quasi-disordered truss metamaterials inspired by natural cellular materials publication-title: J Mech Phys Solids doi: 10.1016/j.jmps.2023.105294 – volume: 1 start-page: 1 issue: 3 year: 2016 ident: 10.1016/j.ijmecsci.2025.110203_b3 article-title: Controlling sound with acoustic metamaterials publication-title: Nat Rev Mater doi: 10.1038/natrevmats.2016.1 – volume: 42 start-page: 1 issue: 5 year: 2023 ident: 10.1016/j.ijmecsci.2025.110203_b75 article-title: Procedural metamaterials: A unified procedural graph for metamaterial design publication-title: ACM Trans Graph doi: 10.1145/3605389 – volume: 31 issue: 35 year: 2019 ident: 10.1016/j.ijmecsci.2025.110203_b51 article-title: Probabilistic representation and inverse design of metamaterials based on a deep generative model with semi-supervised learning strategy publication-title: Adv Mater doi: 10.1002/adma.201901111 – volume: 144 start-page: 319 issue: 1 year: 2018 ident: 10.1016/j.ijmecsci.2025.110203_b82 article-title: Acoustic properties of porous microlattices from effective medium to scattering dominated regimes publication-title: J Acoust Soc Am doi: 10.1121/1.5046068 – volume: vol. 1 start-page: 590 year: 2019 ident: 10.1016/j.ijmecsci.2025.110203_b6 article-title: The present and future role of acoustic metamaterials for architectural and urban noise mitigations – volume: 12 start-page: 659 issue: 4 year: 2023 ident: 10.1016/j.ijmecsci.2025.110203_b1 article-title: Emerging topics in nanophononics and elastic, acoustic, and mechanical metamaterials: an overview publication-title: Nanophotonics doi: 10.1515/nanoph-2022-0671 – volume: 235 year: 2023 ident: 10.1016/j.ijmecsci.2025.110203_b60 article-title: Deep reinforcement learning for the design of mechanical metamaterials with tunable deformation and hysteretic characteristics publication-title: Mater Des doi: 10.1016/j.matdes.2023.112428 – year: 2025 ident: 10.1016/j.ijmecsci.2025.110203_b70 article-title: Generative deep learning for designing irregular metamaterials with programmable nonlinear mechanical responses publication-title: Int J Mech Sci doi: 10.1016/j.ijmecsci.2025.110123 – volume: 11 issue: 6 year: 2021 ident: 10.1016/j.ijmecsci.2025.110203_b15 article-title: Control the structure to optimize the performance of sound absorption of acoustic metamaterial: A review publication-title: AIP Adv doi: 10.1063/5.0042834 – volume: 16 start-page: 1154 issue: 1 year: 2025 ident: 10.1016/j.ijmecsci.2025.110203_b72 article-title: A guidance to intelligent metamaterials and metamaterials intelligence publication-title: Nat Commun doi: 10.1038/s41467-025-56122-3 – volume: 14 start-page: 887 issue: 10 year: 2024 ident: 10.1016/j.ijmecsci.2025.110203_b17 article-title: Analysis of low-frequency sound absorption performance and optimization of structural parameters for acoustic metamaterials for spatial double helix resonators publication-title: Crystals doi: 10.3390/cryst14100887 – volume: 13 start-page: 2293 issue: 1 year: 2023 ident: 10.1016/j.ijmecsci.2025.110203_b18 article-title: Metamaterial foundation for seismic wave attenuation for low and wide frequency band publication-title: Sci Rep doi: 10.1038/s41598-023-27678-1 – volume: 535 start-page: 529 issue: 7613 year: 2016 ident: 10.1016/j.ijmecsci.2025.110203_b41 article-title: Combinatorial design of textured mechanical metamaterials publication-title: Nature doi: 10.1038/nature18960 – start-page: 1 year: 2024 ident: 10.1016/j.ijmecsci.2025.110203_b48 article-title: A review on data-driven constitutive laws for solids publication-title: Arch Comput Methods Eng – volume: 103 issue: 20 year: 2013 ident: 10.1016/j.ijmecsci.2025.110203_b36 article-title: Tapered labyrinthine acoustic metamaterials for broadband impedance matching publication-title: Appl Phys Lett doi: 10.1063/1.4831770 – volume: 40 start-page: B353 issue: 2 year: 2018 ident: 10.1016/j.ijmecsci.2025.110203_b42 article-title: A computational stochastic methodology for the design of random meta-materials under geometric constraints publication-title: SIAM J Sci Comput doi: 10.1137/17M1113473 – volume: 236 start-page: 2171 issue: 11 year: 2022 ident: 10.1016/j.ijmecsci.2025.110203_b28 article-title: Metamaterials and their applications: an overview publication-title: Proc Inst Mech Eng Part L: J Mater: Des Appl – volume: 131 issue: 1 year: 2022 ident: 10.1016/j.ijmecsci.2025.110203_b9 article-title: Acoustic focusing and imaging via phononic crystal and acoustic metamaterials publication-title: J Appl Phys doi: 10.1063/5.0074503 – volume: 11 start-page: 2255 issue: 5 year: 2021 ident: 10.1016/j.ijmecsci.2025.110203_b26 article-title: Multifunctional hyperelastic structured surface for tunable and switchable transparency publication-title: Appl Sci doi: 10.3390/app11052255 – volume: 55 issue: 20 year: 2022 ident: 10.1016/j.ijmecsci.2025.110203_b29 article-title: Effect of mechanical nonlinearity on the electromagnetic response of a microwave tunable metamaterial publication-title: J Phys D: Appl Phys – volume: 22 start-page: 10524 issue: 11 year: 2022 ident: 10.1016/j.ijmecsci.2025.110203_b30 article-title: Designing and analysis of ultrathin metamaterial absorber for W band biomedical sensing application publication-title: IEEE Sensors J doi: 10.1109/JSEN.2022.3168827 – volume: 119 issue: 1 year: 2022 ident: 10.1016/j.ijmecsci.2025.110203_b62 article-title: Inverting the structure–property map of truss metamaterials by deep learning publication-title: Proc Natl Acad Sci doi: 10.1073/pnas.2111505119 – volume: 11 issue: 31 year: 2024 ident: 10.1016/j.ijmecsci.2025.110203_b8 article-title: Advanced ultrasound energy transfer technologies using metamaterial structures publication-title: Adv Sci doi: 10.1002/advs.202401494 – start-page: 1 year: 2024 ident: 10.1016/j.ijmecsci.2025.110203_b14 article-title: Mitigating aeroelastic vibration of strongly nonlinear metamaterial supersonic wings under high temperature publication-title: Nonlinear Dynam – volume: vol. 89 start-page: 442 year: 1989 ident: 10.1016/j.ijmecsci.2025.110203_b78 article-title: Generating random spanning trees – volume: 18 issue: 5 year: 2022 ident: 10.1016/j.ijmecsci.2025.110203_b86 article-title: Optimal design of three-dimensional voxel printed multimaterial lattice metamaterials via machine learning and evolutionary algorithm publication-title: Phys Rev Appl doi: 10.1103/PhysRevApplied.18.054050 – volume: 287 year: 2025 ident: 10.1016/j.ijmecsci.2025.110203_b57 article-title: Accelerated design of acoustic-mechanical multifunctional metamaterials via neural network publication-title: Int J Mech Sci doi: 10.1016/j.ijmecsci.2025.109920 – volume: 125 issue: 14 year: 2024 ident: 10.1016/j.ijmecsci.2025.110203_b88 article-title: Machine learning in solid mechanics: Application to acoustic metamaterial design publication-title: Internat J Numer Methods Engrg doi: 10.1002/nme.7476 – volume: 107 start-page: 213 year: 2021 ident: 10.1016/j.ijmecsci.2025.110203_b20 article-title: Seismic metamaterials for low-frequency mechanical wave attenuation publication-title: Nat Hazards doi: 10.1007/s11069-021-04580-5 – volume: 14 start-page: 6004 issue: 1 year: 2023 ident: 10.1016/j.ijmecsci.2025.110203_b46 article-title: Mechanical metamaterials and beyond publication-title: Nat Commun doi: 10.1038/s41467-023-41679-8 – year: 2024 ident: 10.1016/j.ijmecsci.2025.110203_b5 article-title: Acoustic metamaterials for sound absorption and insulation in buildings publication-title: Build Environ doi: 10.1016/j.buildenv.2024.111250 – volume: 14 start-page: 7563 issue: 1 year: 2023 ident: 10.1016/j.ijmecsci.2025.110203_b61 article-title: Unifying the design space and optimizing linear and nonlinear truss metamaterials by generative modeling publication-title: Nat Commun doi: 10.1038/s41467-023-42068-x – volume: 25 issue: 2 year: 2025 ident: 10.1016/j.ijmecsci.2025.110203_b63 article-title: Reconstruction and generation of porous metamaterial units via variational graph autoencoder and large language model publication-title: J Comput Inf Sci Eng doi: 10.1115/1.4066095 – volume: 6 start-page: 348 issue: 11 year: 2022 ident: 10.1016/j.ijmecsci.2025.110203_b21 article-title: Seismic composite metamaterial: a review publication-title: J Compos Sci doi: 10.3390/jcs6110348 – volume: 223 year: 2022 ident: 10.1016/j.ijmecsci.2025.110203_b74 article-title: Graph-based metamaterials: Deep learning of structure-property relations publication-title: Mater Des doi: 10.1016/j.matdes.2022.111175 – year: 2025 ident: 10.1016/j.ijmecsci.2025.110203_b67 article-title: Implementing the inverse design and vibration isolation applications of piezoelectric acoustic black hole beams by machine learning publication-title: Thin-Walled Struct doi: 10.1016/j.tws.2025.113074 – volume: 213 year: 2022 ident: 10.1016/j.ijmecsci.2025.110203_b76 article-title: Graph-theoretic estimation of reconfigurability in origami-based metamaterials publication-title: Mater Des doi: 10.1016/j.matdes.2021.110343 – volume: 241 year: 2024 ident: 10.1016/j.ijmecsci.2025.110203_b50 article-title: Machine learning and feature representation approaches to predict stress-strain curves of additively manufactured metamaterials with varying structure and process parameters publication-title: Mater Des doi: 10.1016/j.matdes.2024.112932 – volume: 110 issue: 24 year: 2017 ident: 10.1016/j.ijmecsci.2025.110203_b34 article-title: A broadband acoustic metamaterial with impedance matching layer of gradient index publication-title: Appl Phys Lett doi: 10.1063/1.4986472 – volume: 14 start-page: 5765 issue: 1 year: 2023 ident: 10.1016/j.ijmecsci.2025.110203_b52 article-title: Rapid inverse design of metamaterials based on prescribed mechanical behavior through machine learning publication-title: Nat Commun doi: 10.1038/s41467-023-40854-1 |
| SSID | ssj0017053 |
| Score | 2.4441652 |
| Snippet | In the field of metamaterial research, irregular structures offer a novel and less conventional approach compared to traditional periodic designs. Designing... |
| SourceID | crossref elsevier |
| SourceType | Enrichment Source Index Database Publisher |
| StartPage | 110203 |
| SubjectTerms | Acoustic Design Graph algorithm Irregular Metamaterial |
| Title | Graph-based design of irregular metamaterials |
| URI | https://dx.doi.org/10.1016/j.ijmecsci.2025.110203 |
| Volume | 295 |
| WOSCitedRecordID | wos001477750300001&url=https%3A%2F%2Fcvtisr.summon.serialssolutions.com%2F%23%21%2Fsearch%3Fho%3Df%26include.ft.matches%3Dt%26l%3Dnull%26q%3D |
| hasFullText | 1 |
| inHoldings | 1 |
| isFullTextHit | |
| isPrint | |
| journalDatabaseRights | – providerCode: PRVESC databaseName: Elsevier SD Freedom Collection Journals 2021 issn: 0020-7403 databaseCode: AIEXJ dateStart: 19950101 customDbUrl: isFulltext: true dateEnd: 99991231 titleUrlDefault: https://www.sciencedirect.com omitProxy: false ssIdentifier: ssj0017053 providerName: Elsevier |
| link | http://cvtisr.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwtV3dS-QwEA_eeg_ng-idh9_04d6WrjFNTfMoi98ox6Gw-FLSfLi7aJW6iv73Tpr0Y1FQkaMQSmDaJr9JO53MzA-hP5HAkuBMhlmsaEipwSG3QeMygu8DFmI7SbKSbIKdnSWDAf_r6Y7uSzoBlufJ0xO_-69QQx-AbVNnPwF3fVHogHMAHVqAHdoPAX9gS1CH9uukuqqMzyjLQhRFyTpfWM5oAWaqe5S2bTrtHGyVlLjRNj24yZ-UTdzhibC0YN1TMRSZUGVkwD_xrIe1uvR99sflcFT7c68K11cn13T7vVcO7EOvtt4jQeImcsq5yapUmSYuyaUN4JBRHLVfvcQRbL56jTuPwrg3GsMIYWQ9exubsUC8_HSJbLvjjO21wZ6zO6f8G5olLOZJB83uHu0Njut9JYZ9XVL_MK2c8bfv9ra50jJBzhfQvP93CHYd5otoRuc_0VyrouQvFLbQDxz6wa0JavSDKfSX0MX-3nn_MPSMGLB2tukk1Bjs8VhFXOjI7HDCSMYkkSZj0KkyLeDAIqPKwEKLpGGSERlhQ5kAO02S6Dfq5Le5XkYBmJVcC86wMpRyxYRJErNjJPwuaJoos4LiauCp9OXiLWvJdVrFBY7TasJSO2Gpm7AVtFXL3bmCKe9K8GpeU6_FzpxLQR3ekV39guwa-tFo7zrqTIoHvYG-y8fJ6L7Y9JrzArZ4gFE |
| linkProvider | Elsevier |
| openUrl | ctx_ver=Z39.88-2004&ctx_enc=info%3Aofi%2Fenc%3AUTF-8&rfr_id=info%3Asid%2Fsummon.serialssolutions.com&rft_val_fmt=info%3Aofi%2Ffmt%3Akev%3Amtx%3Ajournal&rft.genre=article&rft.atitle=Graph-based+design+of+irregular+metamaterials&rft.jtitle=International+journal+of+mechanical+sciences&rft.au=Karimi+Mahabadi%2C+Rayehe&rft.au=Chen%2C+Zhi&rft.au=Ogren%2C+Alexander+C.&rft.au=Zhang%2C+Han&rft.date=2025-06-01&rft.pub=Elsevier+Ltd&rft.issn=0020-7403&rft.volume=295&rft_id=info:doi/10.1016%2Fj.ijmecsci.2025.110203&rft.externalDocID=S0020740325002899 |
| thumbnail_l | http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/lc.gif&issn=0020-7403&client=summon |
| thumbnail_m | http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/mc.gif&issn=0020-7403&client=summon |
| thumbnail_s | http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/sc.gif&issn=0020-7403&client=summon |