July 17, 2025 article Open access Intuitive tests to validate machine learning models against physics and domain knowledge Digital engineering. DOI: 10.1016/j.dte.2025.100057 Full text (OA) OpenAlex Authors 0 Author list not loaded yet. Cited by 0 stored of 6 References 2 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 Mixed formulation of physics‐informed neural networks for thermo‐mechanically coupled systems and heterogeneous domains 2023 International Journal for Numerical Methods in Engineering article Physics and Astronomy Model Reduction and Neural Networks Open access 98 citations Explainable Artificial Intelligence for Mechanics: Physics-Explaining Neural Networks for Constitutive Models 2022 Frontiers in Materials article Physics and Astronomy Model Reduction and Neural Networks Open access 41 citations 2 results