LT-PINN: Lagrangian topology-conscious physics-informed neural network for boundary-focused engineering optimization
Yuanye Zhou, Zhaokun Wang, Kai Zhou, Hui Tang, Xiaofan Li, Xiaofan Li
Topics & Concepts
Topology (electrical circuits)Network topologyBoundary (topology)Interpolation (computer graphics)Robustness (evolution)Topology optimizationBoundary value problemMathematicsComputer scienceExtension topologyNeumann boundary conditionArtificial neural networkMathematical optimizationPartial differential equationGeneral topologyComputational topologyFunction (biology)Singular boundary methodApplied mathematicsMixed boundary conditionBoundary conditions in CFDInitial topologyDirichlet boundary conditionAlgorithmModel Reduction and Neural NetworksTopology Optimization in EngineeringAdvanced Multi-Objective Optimization Algorithms