October 09, 2025 article Open access Physics-Informed Machine Learning in Design and Manufacturing: Status and Challenges Journal of Computing and Information Science in Engineering DOI: 10.1115/1.4070100 Full text (OA) OpenAlex Authors 0 Author list not loaded yet. Cited by 0 stored of 21 References 4 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 Material-structure-performance integrated laser-metal additive manufacturing 2021 Science article Engineering Additive Manufacturing Materials and Processes 1,732 citations Physics-informed neural networks for electrode-level state estimation in lithium-ion batteries 2021 Journal of Power Sources article Engineering Advanced Battery Technologies Research cited by 6 patents 149 citations A finite element-based physics-informed operator learning framework for spatiotemporal partial differential equations on arbitrary domains 2024 Engineering With Computers article Physics and Astronomy Model Reduction and Neural Networks Open access 39 citations SPiFOL: A Spectral-based physics-informed finite operator learning for prediction of mechanical behavior of microstructures 2025 Journal of the Mechanics and Physics of Solids article Physics and Astronomy Model Reduction and Neural Networks Open access 18 citations 4 results