Physics-guided Convolutional Neural Network (PhyCNN) for Data-driven Seismic Response Modeling
Physics-guided Convolutional Neural Network (PhyCNN) for Data-driven Seismic Response Modeling
Ruiyang Zhang,Yang Liu,Hao Sun
2019 · DOI: 10.1016/j.engstruct.2020.110704
Engineering structures · 396회 인용
TLDR
The proposed PhyCNN approach is capable of accurately predicting building's seismic response in a data-driven fashion without the need of a physics-based analytical/numerical model and outperforms conventional pure data-based neural networks.