A Hard-Constraint Wide-Body Physics-Informed Neural Network Model for Solving Multiple Cases in Forward Problems for Partial Differential Equations - Chen, Simin; Liu, Zhixiang; Zhang, Wenbo; Yang, Jinkun (Applied sciences, 2024)
Keywords: Accuracy; Algorithms; Artificial intelligence; Boundary conditions; Computational linguistics; Debugging; Deep learning; Differential equations; Finite volume method; Fluid dynamics; hard constraint; Language processing; Machine learning; Natural language interfaces; Neural networks; numerical modeling; Optimization; Parameter estimation; Partial differential equations; PDEs; phase transition dynamics; Phase transitions; Physics; physics-informed neural networks; China; Germany