August 29, 2024 article Open access Understanding Physics-Informed Neural Networks: Techniques, Applications, Trends, and Challenges AI DOI: 10.3390/ai5030074 Full text (OA) OpenAlex Authors 0 Author list not loaded yet. Cited by 4 stored of 255 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 Accelerating Computation of Sealing Deformation—A Physics-Informed Neural Network Framework for Hyperelastic Deformation 2026 Lecture notes in computational science and engineering conference-paper Physics and Astronomy Model Reduction and Neural Networks 0 citations Advancing deformation calculation: a physics-informed deep graph learning framework for hyperelastic materials 2025 Advanced Modeling and Simulation in Engineering Sciences article Physics and Astronomy Model Reduction and Neural Networks Open access 3 citations Reduced-order structure-property linkages for stochastic metamaterials 2025 Physical Review Materials article Materials Science Machine Learning in Materials Science Open access 0 citations 4 results References 0