Dongfu Liu

Warm-Up-Calibrated Adaptive Weighting for Spatiotemporal Residual-Derivative Balance in Gradient-Enhanced PINNs

Neural-network methods are widely used for partial differential equations (PDEs). Within this framework, gradient-enhanced physics-informed neural networks (gPINNs) incorporate first-order residual derivatives, while fixed directional weighting may unbalance spatial and temporal...