November 19, 2021 article Open access The Old and the New: Can Physics-Informed Deep-Learning Replace Traditional Linear Solvers? Frontiers in Big Data DOI: 10.3389/fdata.2021.669097 Full text (OA) OpenAlex Authors 0 Author list not loaded yet. Cited by 5 stored of 248 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 Estimating dense-packed zone height in liquid–liquid separation: A physics-informed neural network approach 2026 Chemical Engineering Journal article Physics and Astronomy Model Reduction and Neural Networks Open access 1 citations Finite Operator Learning: Bridging neural operators and numerical methods for efficient parametric solution and optimization of PDEs 2025 Finite Elements in Analysis and Design article Physics and Astronomy Model Reduction and Neural Networks 10 citations Real-Time Prediction of Pressure and Film Height Distribution in Plain Bearings Using Physics-Informed Neural Networks (PINNs) 2025 Lubricants article Engineering Tribology and Lubrication Engineering Open access 8 citations Physics-informed neural networks for dynamic process operations with limited physical knowledge and data 2024 Computers & Chemical Engineering article Physics and Astronomy Model Reduction and Neural Networks Open access 54 citations 5 results References 0