April 16, 2025 article Open access Physics-based machine learning for computational fracture mechanics Machine learning for computational science and engineering DOI: 10.1007/s44379-025-00019-x Full text (OA) OpenAlex Authors 0 Author list not loaded yet. Cited by 0 stored of 35 References 5 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 Polyconvex anisotropic hyperelasticity with neural networks 2021 Journal of the Mechanics and Physics of Solids article Engineering Elasticity and Material Modeling Open access 238 citations A review on phase-field modeling of hydraulic fracturing 2021 Engineering Fracture Mechanics article Engineering Hydraulic Fracturing and Reservoir Analysis 185 citations Phase field cohesive zone modeling for fatigue crack propagation in quasi-brittle materials 2024 Computer Methods in Applied Mechanics and Engineering article Engineering Numerical methods in engineering Open access 110 citations Explainable Artificial Intelligence for Mechanics: Physics-Explaining Neural Networks for Constitutive Models 2022 Frontiers in Materials article Physics and Astronomy Model Reduction and Neural Networks Open access 41 citations A machine‐learning supported multi‐scale LBM‐TPM model of unsaturated, anisotropic, and deformable porous materials 2023 International Journal for Numerical and Analytical Methods in Geomechanics article Engineering Soil and Unsaturated Flow Open access 21 citations 5 results