May 24, 2021 review Open access Physics-informed machine learning Nature Reviews Physics DOI: 10.1038/s42254-021-00314-5 Full text (OA) OpenAlex Authors 0 Author list not loaded yet. Cited by 32 stored of 8,272 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 Tackling multiphysics problems via finite element guided physics-informed operator learning 2026 Results in Engineering article Physics and Astronomy Model Reduction and Neural Networks Open access 2 citations Federated learning from molecules to processes: A perspective 2026 Process Safety and Environmental Protection article Computer Science Privacy-Preserving Technologies in Data Open access 0 citations AI.grids: A Strategic Initiative Towards a Pan-European Foundation Model for Electricity Grids 2026 International Conference on Information, Intelligence, Systems & Applications (IISA) conference-paper Engineering Smart Grid and Power Systems 0 citations Smart metrology techniques for additive manufacturing 2026 The International Journal of Advanced Manufacturing Technology article Engineering Additive Manufacturing and 3D Printing Technologies 1 citations Leveraging the capabilities of physics-informed neural networks for channel optimization in PEM fuel cells 2026 Applied Energy article Physics and Astronomy Model Reduction and Neural Networks Open access 6 citations Non-asymptotic Analysis of Projected Gradient Descent for Physics-Informed Neural Networks 2026 SEMA SIMAI Springer series conference-paper Physics and Astronomy Model Reduction and Neural Networks 2 citations Data Acquisition Pipeline for the Generation of a Digital Twin for Large Compliant Thin-Walled Structures 2026 Lecture notes in mechanical engineering conference-paper Engineering Digital Transformation in Industry Open access 0 citations Machine learning based surrogate modeling of the deformation behavior of large compliant thin-walled structures 2026 Procedia CIRP article Physics and Astronomy Model Reduction and Neural Networks Open access 0 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 A review of thermo-hydro-mechanical modeling of coupled processes in fractured rock: From continuum to discontinuum perspective 2025 Journal of Rock Mechanics and Geotechnical Engineering article Engineering Rock Mechanics and Modeling Open access 42 citations Exploring data augmentation: Multi-task methods for molecular property prediction 2025 Computers & Chemical Engineering article Materials Science Machine Learning in Materials Science Open access 2 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 Fault representation in structural modelling with implicit neural representations 2025 Computers & Geosciences article Earth and Planetary Sciences Geological Modeling and Analysis Open access 5 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 QUASIM: Quantum Computing Enhanced Service Ecosystem for Simulation in Manufacturing 2024 Künstliche Intell. article Computer Science Quantum Computing Algorithms and Architecture Open access 6 citations Synergizing physics and machine learning for advanced battery management 2024 Communications Engineering article Engineering Advanced Battery Technologies Research Open access 65 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 Opening the Black Box: Towards inherently interpretable energy data imputation models using building physics insight 2024 Energy and Buildings article Engineering Building Energy and Comfort Optimization Open access 20 citations Thermodynamics-consistent graph neural networks 2024 Chemical Science article Engineering Phase Equilibria and Thermodynamics Open access 38 citations Physics-Informed Autoencoders with Intrinsic Differential Equations for Anomaly Detection in Industrial Processes 2024 Lecture notes in networks and systems conference-paper Engineering Fault Detection and Control Systems 0 citations 1–20 of 32 Page 1 / 2 Next → References 0