August 18, 2026 article Open access Physics-informed neural networks for the point defect model: Solving and inverting passive-film growth kinetics APL Machine Learning DOI: 10.1063/5.0335271 Full text (OA) OpenAlex Authors 0 Author list not loaded yet. Cited by 0 stored of 0 References 1 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 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 1 result