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

IF 8.4 1区 材料科学 Q1 CHEMISTRY, PHYSICAL Journal of Materiomics Pub Date : 2024-10-15 DOI:10.1016/j.jmat.2024.100944
Xinyu Song, Sen Yan, Yong Wang, Haojie Zhang, Jiacheng Xue, Tengfei Liu, Xiaoyong Tian, Lingling Wu, Hanqing Jiang, Dichen Li
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Abstract

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.

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采用遗传算法的机械超材料用于不同有效载荷的振动隔离
可适应有效载荷的机械隔振一直是机械工程领域最具挑战性的课题之一。在本研究中,我们通过引入机器学习方法来寻找具有任意预设有效载荷的准零刚度超材料,并采用多材料三维打印技术将其制造为一个集成部件,从而解决了这一问题。动态测试表明,单负载和多负载超材料都能有效隔离低频域的机械振动。重要的是,超材料的有效载荷可根据应用场景任意设计,并可在多种有效载荷下发挥作用。这种设计策略为在不同场景和不同负载条件下的机械能屏蔽开辟了新途径。
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来源期刊
Journal of Materiomics
Journal of Materiomics Materials Science-Metals and Alloys
CiteScore
14.30
自引率
6.40%
发文量
331
审稿时长
37 days
期刊介绍: The Journal of Materiomics is a peer-reviewed open-access journal that aims to serve as a forum for the continuous dissemination of research within the field of materials science. It particularly emphasizes systematic studies on the relationships between composition, processing, structure, property, and performance of advanced materials. The journal is supported by the Chinese Ceramic Society and is indexed in SCIE and Scopus. It is commonly referred to as J Materiomics.
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