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Multi-output multi-physics-informed neural network for learning dimension-reduced probability density evolution equation with unknown spatio-temporal-dependent coefficients Journal article
Hao, Teng Teng, Yan, Wang Ji, Chen, Jian Bing, Sun, Ting Ting, Yuen, Ka Veng. Multi-output multi-physics-informed neural network for learning dimension-reduced probability density evolution equation with unknown spatio-temporal-dependent coefficients[J]. Mechanical Systems and Signal Processing, 2024, 220, 111683.
Authors:  Hao, Teng Teng;  Yan, Wang Ji;  Chen, Jian Bing;  Sun, Ting Ting;  Yuen, Ka Veng
Favorite | TC[WOS]:0 TC[Scopus]:0  IF:7.9/8.0 | Submit date：2024/08/05
Dimension-reduced Probability Density Evolution Equation  Multi-output Network  Physics Informed Neural Network  Spatio-temporal-dependent Equations  Stochastic Dynamics  
Constrained Self-Adaptive Physics-Informed Neural Networks with ResNet Block-Enhanced Network Architecture Journal article
Zhang, Guangtao, Yang, Huiyu, Pan, Guanyu, Duan, Yiting, Zhu, Fang, Chen, Yang. Constrained Self-Adaptive Physics-Informed Neural Networks with ResNet Block-Enhanced Network Architecture[J]. Mathematics, 2023, 11(5), 1109.
Authors:  Zhang, Guangtao;  Yang, Huiyu;  Pan, Guanyu;  Duan, Yiting;  Zhu, Fang; et al.
Favorite | TC[WOS]:1 TC[Scopus]:1  IF:2.3/2.2 | Submit date：2023/04/03
Physics-informed Neural Networks  Constrained Self-adaptive  Bounded Weights  Resnet Block-enhanced Network