January 01, 2021 article Understanding and Mitigating Gradient Flow Pathologies in Physics-Informed Neural Networks SIAM Journal on Scientific Computing DOI: 10.1137/20m1318043 OpenAlex Authors 0 Author list not loaded yet. Cited by 5 stored of 2,047 Search Sort Most cited Newest Oldest Patent citations Title Any typearticle review book-chapter conference-paper preprint dissertation book dataset other Any fieldAgricultural and Biological Sciences Arts and Humanities Biochemistry, Genetics and Molecular Biology Business, Management and Accounting Chemical Engineering Chemistry Computer Science Decision Sciences Dentistry Earth and Planetary Sciences Economics, Econometrics and Finance Energy Engineering Environmental Science Health Professions Immunology and Microbiology Materials Science Mathematics Medicine Neuroscience Nursing Pharmacology, Toxicology and Pharmaceutics Physics and Astronomy Psychology Social Sciences Veterinary Open access A new set of test functions for variational physics-informed neural networks in solid mechanics 2026 Journal of Computational Physics article Physics and Astronomy Model Reduction and Neural Networks Open access 0 citations Quantifying data needs in surrogate modeling for flow fields in two-dimensional stirred tanks with physics-informed neural networks 2025 Physics of Fluids article Physics and Astronomy Model Reduction and Neural Networks 6 citations Brain-inspired spiking neural networks in Engineering Mechanics: a new physics-based self-learning framework for sustainable Finite Element analysis 2024 Engineering With Computers article Physics and Astronomy Model Reduction and Neural Networks Open access 12 citations Extrapolation of Hydrodynamic Pressure in Lubricated Contacts: A Novel Multi-Case Physics-Informed Neural Network Framework 2024 Lubricants article Physics and Astronomy Model Reduction and Neural Networks Open access 19 citations Physics-informed neural networks for the Reynolds equation with cavitation modeling 2022 Tribology International article Physics and Astronomy Model Reduction and Neural Networks cited by 1 patent 59 citations 5 results References 0