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...

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Published in:International journal of mechanical sciences Vol. 295; p. 110203
Main Authors: Karimi Mahabadi, Rayehe, Chen, Zhi, Ogren, Alexander C., Zhang, Han, Daraio, Chiara, Rudin, Cynthia, Brinson, L. Catherine
Format: Journal Article
Language:English
Published: Elsevier Ltd 01.06.2025
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ISSN:0020-7403
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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
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  givenname: Zhi
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  surname: Chen
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  givenname: Alexander C.
  surname: Ogren
  fullname: Ogren, Alexander C.
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  givenname: Han
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  surname: Zhang
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  surname: Daraio
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  givenname: Cynthia
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  surname: Rudin
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  givenname: L. Catherine
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  surname: Brinson
  fullname: Brinson, L. Catherine
  email: cate.brinson@duke.edu
  organization: Department of Mechanical Engineering and Materials Science, Duke University, Durham, NC, USA
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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
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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
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Snippet In the field of metamaterial research, irregular structures offer a novel and less conventional approach compared to traditional periodic designs. Designing...
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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
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