Physics-Informed Neural Networks with Hard Constraints for Inverse Design
Lu Lu, Raphaël Pestourie, Wenjie Yao, Zhicheng Wang, Francesc Verdugo, Steven G. Johnson
Topics & Concepts
MathematicsArtificial neural networkInverseInverse problemApplied mathematicsAlgorithmMathematical optimizationConstraint (computer-aided design)MinificationComputer scienceConvergence (economics)Numerical analysisConstrained optimizationStability (learning theory)Model Reduction and Neural NetworksTopology Optimization in EngineeringAdvanced Electron Microscopy Techniques and Applications