• openAccess   Intelligent on-demand design of phononic metamaterials 

      Jin, Yabin; He, Liangshu; Wen, Zhihui; Mortazavi, Bohayra; Guo, Hongwei; Torrent, Daniel; Djafari Rouhani, Bahram; Rabczuk, Timon; Zhuang, Xiaoying; Li, Yan De Gruyter (2022-01-04)
      With the growing interest in the field of artificial materials, more advanced and sophisticated functionalities are required from phononic crystals and acoustic metamaterials. This implies a high computational effort and ...
    • openAccess   Inverse design of topological metaplates for flexural waves with machine learning 

      He, Liangshu; Wen, Zhihui; Jin, Yabin; Torrent, Daniel; Zhuang, Xiaoying; Rabczuk, Timon Elsevier Ltd. (2020-12-08)
      The mechanical analog to the topological insulators brings anomalous elastic wave properties which diversifies classic wave functions for potential broad applications. To obtain topological mechanical wave states with good ...
    • openAccess   Machine learning assisted intelligent design of meta structures: a review 

      He, Liangshu; Li, Yan; Torrent, Daniel; Zhuang, Xiaoying; Rabczuk, Timon; Jin, Yabin OAE Publishing (2023-10)
      In recent years, the rapid development of machine learning (ML) based on data-driven or environment interaction has injected new vitality into the field of meta-structure design. As a supplement to the traditional ...