Elastic metamaterial design based on deep learning and gradient optimization

被引:0
|
作者
Xiao, Li [1 ,2 ]
Cao, Zhigang [1 ,3 ]
Lu, Haoran [1 ]
Huang, Zhijian [1 ]
Cai, Yuanqiang [1 ]
机构
[1] Coastal and Urban Geotechnical Engineering Research Center, Zhejiang University, Hangzhou,310058, China
[2] Center for Balance Architecture, Zhejiang University, Hangzhou,310028, China
[3] The Architectural Design and Research Institute, Zhejiang University Co. Ltd, Hangzhou,310028, China
关键词
D O I
10.3785/j.issn.1008-973X.2024.09.014
中图分类号
学科分类号
摘要
35
引用
收藏
页码:1892 / 1901
相关论文
共 50 条
  • [41] Metamaterial Reverse Multiple Prediction Method Based on Deep Learning
    Hou, Zheyu
    Zhang, Pengyu
    Ge, Mengfan
    Li, Jie
    Tang, Tingting
    Shen, Jian
    Li, Chaoyang
    NANOMATERIALS, 2021, 11 (10)
  • [42] Vibration transmission characteristic prediction and structure inverse design of acoustic metamaterial beams based on deep learning
    Li, Yinggang
    Chen, Dingkang
    Li, Xiaobin
    Wang, Weibo
    JOURNAL OF VIBRATION AND CONTROL, 2024, 30 (3-4) : 807 - 821
  • [43] Deep Learning Design for Loss Optimization in Metamaterials
    Wu, Xianfeng
    Zhao, Jing
    Xie, Kunlun
    Zhao, Xiaopeng
    NANOMATERIALS, 2025, 15 (03)
  • [44] CONJUGATE-GRADIENT-BASED ADAM FOR NONCONVEX STOCHASTIC OPTIMIZATION AND ITS APPLICATION TO DEEP LEARNING
    Kobayashi, Yu
    Iiduka, Hideaki
    JOURNAL OF NONLINEAR AND CONVEX ANALYSIS, 2022, 23 (02) : 337 - 356
  • [45] Cloud resource optimization based on poisson linear deep gradient learning for mobile cloud computing
    Saravanan, G.
    Yuvaraj, N.
    JOURNAL OF INTELLIGENT & FUZZY SYSTEMS, 2021, 40 (01) : 787 - 797
  • [46] Data-Driven Surrogate-Assisted Optimization of Metamaterial-Based Filtenna Using Deep Learning
    Mahouti, Peyman
    Belen, Aysu
    Tari, Ozlem
    Belen, Mehmet Ali
    Karahan, Serdal
    Koziel, Slawomir
    ELECTRONICS, 2023, 12 (07)
  • [47] Optimization Design of Polar-LDPC Concatenated Scheme Based on Deep Learning
    Wang, Xiumin
    Li, Jun
    Chang, Hong
    He, Jinlong
    COMPUTERS & ELECTRICAL ENGINEERING, 2020, 84
  • [48] Performance prediction and design optimization of a transonic rotor based on deep transfer learning
    Deng, Hefang
    Zhang, Songan
    Xia, Kailong
    Qiang, Xiaoqing
    Zhu, Mingmin
    Teng, Jinfang
    PHYSICS OF FLUIDS, 2024, 36 (09)
  • [49] An Optimization Toolchain Design of Deep Learning Deployment Based on Heterogeneous Computing Platform
    Yin, Jun
    Han, Jun
    Zhang, Xiaodong
    2020 12TH INTERNATIONAL CONFERENCE ON WIRELESS COMMUNICATIONS AND SIGNAL PROCESSING (WCSP), 2020, : 631 - 635
  • [50] Design Parameter Optimization of Self-centering Pier Based on Deep Learning
    Zhang, Weike
    Liu, Zhengnan
    Chen, Xingchong
    Tang, Jiawei
    Gongcheng Kexue Yu Jishu/Advanced Engineering Sciences, 2024, 56 (06): : 185 - 196