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机译:Gradient-enhanced physics-informed neural networks for forward and inverse PDE problems
Brown Univ, Div Appl Math, Providence, RI 02912 USA|Brown Univ, Sch Engn, Providence, RI 02912 USA;
Univ Penn, Dept Chem & Biomol Engn, Philadelphia, PA 19104 USA;
Brown Univ, Div Appl Math, Providence, RI 02912 USASt Marks Sch Texas, Dallas, TX 75230 USA;
Deep learning; Partial differential equations; Physics-informed neural networks; Gradient-enhanced; Residual-based adaptive refinement;