Genetic algorithm-enabled mechanical metamaterials for vibration isolation with different payloads

被引:4
作者
Song, Xinyu [1 ]
Yan, Sen [2 ]
Wang, Yong [3 ]
Zhang, Haojie [1 ]
Xue, Jiacheng [1 ]
Liu, Tengfei [1 ]
Tian, Xiaoyong [1 ]
Wu, Lingling [1 ]
Jiang, Hanqing [4 ,5 ,6 ]
Li, Dichen [1 ]
机构
[1] Xi An Jiao Tong Univ, State Key Lab Mfg Syst Engn, Xian 710049, Peoples R China
[2] Tsinghua Univ, Sch Mat Sci & Engn, Metamat Lab, Beijing 100084, Peoples R China
[3] Zhejiang Univ, Sch Aeronaut & Astronaut, Hangzhou 310027, Peoples R China
[4] Westlake Univ, Sch Engn, Hangzhou 310030, Peoples R China
[5] Westlake Inst Adv Study, Hangzhou 310024, Peoples R China
[6] Westlake Univ, Res Ctr Ind Future, Hangzhou 310030, Peoples R China
关键词
Mechanical metamaterials; Machine learning; Multi-payload; Quasi-zero stiffness; Vibration isolation; POISSONS RATIO;
D O I
10.1016/j.jmat.2024.100944
中图分类号
O64 [物理化学(理论化学)、化学物理学];
学科分类号
070304 ; 081704 ;
摘要
Mechanical vibration isolation with adaptable payloads has always been one of the most challenging topics in mechanical engineering. In this study, we address this problem by introducing machine learning method to search for quasi-zero stiffness metamaterials with arbitrarily predetermined payloads and by employing multi-material 3D printing technology to fabricate them as an integrated part. Dynamic tests demonstrate that both the single- and multi-payload metamaterials can effectively isolate mechanical vibration in low frequency domain. Importantly, the payload of the metamaterial could be arbitrarily designed according to the application scenario and could function at multiple payloads. This design strategy opens new avenues for mechanical energy shielding under various scenarios and under variable loading conditions. (c) 2024 The Authors. Published by Elsevier B.V. on behalf of The Chinese Ceramic Society. This is an open access article under the CC BY-NC-ND license (http://creativecommons.org/licenses/by-nc-nd/4.0/).
引用
收藏
页数:7
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