HomPINNs: Homotopy physics-informed neural networks for solving the inverse problems of nonlinear differential equations with multiple solutions
Haoyang Zheng, Yao Huang, Ziyang Huang, Wenrui Hao, Guang Lin
Topics & Concepts
HomotopyHomotopy analysis methodNonlinear systemArtificial neural networkInverse problemUniquenessInversePartial differential equationComputer scienceApplied mathematicsMathematicsArtificial intelligenceMathematical analysisPhysicsPure mathematicsGeometryQuantum mechanicsModel Reduction and Neural NetworksFluid Dynamics and Turbulent FlowsMagnetic Properties and Applications