Allen-Cahn equation
Emerging12papers using it
2024first seen
Papers using Allen-Cahn equation (12)
- Neural Tangent Kernel Analysis to Probe Convergence in Physics-informed Neural Solvers: PIKANs vs. PINNsEnabling Local Neural Operators to perform Equation-Free System-Level AnalysisStabilized Adaptive Loss and Residual-Based Collocation for Physics-Informed Neural NetworksPIP$^2$ Net: Physics-informed Partition Penalty Deep Operator NetworkReal-time physics-informed reconstruction of transient fields using sensor guidance and higher-order time differentiationCausality-Respecting Adaptive Refinement for PINNs: Enabling Precise Interface Evolution in Phase Field ModelingInvestigating Guiding Information for Adaptive Collocation Point
Sampling in PINNsMultifidelity domain decomposition-based physics-informed neural
networks and operators for time-dependent problemsDensely Multiplied Physics Informed Neural NetworksCausality-guided adaptive sampling method for physics-informed neural
networksFB-HyDON: Parameter-Efficient Physics-Informed Operator Learning of
Complex PDEs via Hypernetwork and Finite Basis Domain DecompositionTENG: Time-Evolving Natural Gradient for Solving PDEs With Deep Neural
Nets Toward Machine Precision