August 06, 2018 article Open access Solving high-dimensional partial differential equations using deep learning Proceedings of the National Academy of Sciences DOI: 10.1073/pnas.1718942115 Full text (OA) OpenAlex Authors 0 Author list not loaded yet. Cited by 7 stored of 1,787 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 Meta-learning Hybrid Spiking networks as physics-based nonlinear solvers for physical simulations 2026 npj Unconventional Computing article Engineering Advanced Memory and Neural Computing Open access 1 citations Inverse modeling of process parameters from data to predict the cooling behavior in injection molding 2025 Journal of Manufacturing Processes article Physics and Astronomy Model Reduction and Neural Networks 8 citations A Comparison Study of Supervised Learning Techniques for the Approximation of High Dimensional Functions and Feedback Control 2024 Dynamic Games and Applications article Computer Science Adaptive Dynamic Programming Control Open access 2 citations Deep NURBS—admissible physics-informed neural networks 2024 Engineering With Computers article Physics and Astronomy Model Reduction and Neural Networks Open access 5 citations Brain-inspired spiking neural networks in Engineering Mechanics: a new physics-based self-learning framework for sustainable Finite Element analysis 2024 Engineering With Computers article Physics and Astronomy Model Reduction and Neural Networks Open access 12 citations Physics-Based Self-Learning Spiking Neural Network enhanced time-integration scheme for computing viscoplastic structural finite element response 2024 Computer Methods in Applied Mechanics and Engineering article Physics and Astronomy Model Reduction and Neural Networks Open access 13 citations Spiking recurrent neural networks for neuromorphic computing in nonlinear structural mechanics 2023 Computer Methods in Applied Mechanics and Engineering article Physics and Astronomy Model Reduction and Neural Networks cited by 1 patent 23 citations 7 results References 0