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Predicting nonlinear dynamic systems by causal physics-informed neural networks with ResNet blocks

Manhong Fan, Jun-Hao Zhao, Lin Ding, Xiao-Ying Ma, Rui Fu

2025Neurocomputing5 citationsDOI

Topics & Concepts

Computer scienceWeightingNonlinear systemResidualArtificial neural networkStability (learning theory)ChaoticArtificial intelligenceResidual neural networkMachine learningField (mathematics)Causality (physics)AlgorithmDeep neural networksSimulated annealingAdaptabilityDeep learningCausal inferenceCausal modelIdentity (music)Model Reduction and Neural NetworksNeural Networks and ApplicationsNuclear Engineering Thermal-Hydraulics
Predicting nonlinear dynamic systems by causal physics-informed neural networks with ResNet blocks | Litcius