Litcius/Paper detail

An augmented physics-informed neural network approach with trainable scaling for nonlinear dynamic analysis

Zhicheng Yang, Siu-Kai Lai, Zhaolin Chen, Jiyang Fu

2026Engineering Applications of Artificial Intelligence6 citationsDOI

Topics & Concepts

Nonlinear systemComputer scienceArtificial neural networkParametric statisticsScalingControl theory (sociology)Applied mathematicsVibrationHyperbolic functionGalerkin methodDuffing equationTangentAlgorithmDirichlet boundary conditionBoundary value problemBoundary (topology)Function (biology)ArchPartial differential equationPhysical systemLimit (mathematics)System dynamicsModel Reduction and Neural NetworksBladed Disk Vibration DynamicsStructural Health Monitoring Techniques