Constitutive model-constrained physics-informed neural networks framework for nonlinear structural seismic response prediction

Yongxin Wu, Zhanpeng Yin, Yufeng Gao, Shangchuan Yang, Yue Hou

2025Computer Methods in Applied Mechanics and Engineering21 citationsDOI

Topics & Concepts

Nonlinear systemArtificial neural networkConstitutive equationComputer sciencePhysicsApplied mathematicsStatistical physicsFinite element methodStructural engineeringEngineeringMathematicsArtificial intelligenceQuantum mechanicsModel Reduction and Neural NetworksFluid Dynamics and Vibration AnalysisStructural Health Monitoring Techniques