2 papers
cs.CE2020
Physics-Informed Multi-LSTM Networks for Metamodeling of Nonlinear Structures
Ruiyang Zhang, Yang Liu, Hao Sun
This paper introduces an innovative physics-informed deep learning framework for metamodeling of nonlinear structural systems with scarce data. The basic concept is to incorporate…
eess.SP2019
Physics-guided Convolutional Neural Network (PhyCNN) for Data-driven Seismic Response Modeling
Ruiyang Zhang, Yang Liu, Hao Sun
Seismic events, among many other natural hazards, reduce due functionality and exacerbate vulnerability of in-service buildings. Accurate modeling and prediction of building's resp…