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Journal of Zhejiang University SCIENCE A
ISSN 1673-565X(Print), 1862-1775(Online), Monthly
2021 Vol.22 No.8 P.585-680
Special Issue (Part II) on Machine Learning Based Solutions of Partial Differential Equations
Guest Editors-in-Chief: Timon RABCZUK, Xiaoying ZHUANG
Review
Review: Micro-mechanical damage diagnosis methodologies based on machine learning and deep learning models
Shahab Shamsirband, Nabi Mehri Khansari
DOI: 10.1631/jzus.A2000408 Downloaded: 3189 Clicked: 5428 Cited: 0 Commented: 0(p.585-608) <Full Text><PPT> 1794
关键词组：损伤检测;机器学习;混合结构;微观损伤;深度学习
Articles
A deep neural network-based algorithm for solving structural optimization
Dung Nguyen Kien, Xiaoying Zhuang
DOI: 10.1631/jzus.A2000380 Downloaded: 2992 Clicked: 4692 Cited: 0 Commented: 0(p.609-620) <Full Text><PPT> 1872
关键词组：深度拉格朗日方法;结构优化;深度学习;拉格朗日对偶
Physics-informed neural networks for estimating stress transfer mechanics in single lap joints
Shivam Sharma, Rajneesh Awasthi, Yedlabala Sudhir Sastry, Pattabhi Ramaiah Budarapu
DOI: 10.1631/jzus.A2000403 Downloaded: 3249 Clicked: 4197 Cited: 0 Commented: 0(p.621-631) <Full Text><PPT> 1719
关键词组：物理信息神经网络;算法微分;人工神经网络;损失函数;单搭接接头
Alireza Bigdeli, Aydin Shishegaran, Mohammad Ali Naghsh, Behnam Karami, Arshia Shishegaran, Gholamreza Alizadeh
DOI: 10.1631/jzus.A2000290 Downloaded: 2814 Clicked: 4339 Cited: 0 Commented: 0(p.632-656) <Full Text><PPT> 1937
关键词组：基因表达编程;田口法;有限元分析;有效拉伸塑性应变;偏转;损坏
Nguyen Tien Khiem, Tran Van Lien, Ngo Trong Duc
DOI: 10.1631/jzus.A2000402 Downloaded: 2824 Clicked: 4705 Cited: 0 Commented: 0(p.657-671) <Full Text><PPT> 1802
关键词组：裂纹识别;功能梯度材料;神经网络;平稳小波变换;动刚度法
Correspondence
Correspondence: Deep learning-based signal processing for evaluating energy dispersal in bridge structures
Nhi Ngo-Kieu, Thao Nguyen-Da, Toan Pham-Bao, Tam Nguyen-Nhat, Hung Nguyen-Xuan
DOI: 10.1631/jzus.A2000414 Downloaded: 2871 Clicked: 4734 Cited: 0 Commented: 0(p.672-680) <Full Text><PPT> 2033
关键词组：结构健康监测;卷积神经网络;深度学习;桥梁监测;粘弹性模型;材料性能;损耗因子