July 14, 2021 article Open access Feed-Forward Neural Networks for Failure Mechanics Problems Applied Sciences DOI: 10.3390/app11146483 Full text (OA) OpenAlex Authors 0 Author list not loaded yet. Cited by 3 stored of 67 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 Objectivity and accuracy enhancement within ANN‐based multiscale material modeling 2023 PAMM article Materials Science Machine Learning in Materials Science Open access 3 citations Machine-learning-based surrogate modeling of microstructure evolution using phase-field 2022 Computational Materials Science article Materials Science Machine Learning in Materials Science 62 citations Explainable machine learning for precise fatigue crack tip detection 2022 Scientific Reports article Engineering Fatigue and fracture mechanics Open access cited by 3 patents 44 citations 3 results References 6 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 SO(3)-invariance of informed-graph-based deep neural network for anisotropic elastoplastic materials 2020 Computer Methods in Applied Mechanics and Engineering article Engineering Elasticity and Material Modeling Open access 129 citations Application of artificial neural networks for the prediction of interface mechanics: a study on grain boundary constitutive behavior 2020 Advanced Modeling and Simulation in Engineering Sciences article Materials Science Microstructure and mechanical properties Open access 74 citations An intelligent nonlinear meta element for elastoplastic continua: deep learning using a new Time-distributed Residual U-Net architecture 2020 Computer Methods in Applied Mechanics and Engineering article Physics and Astronomy Model Reduction and Neural Networks 71 citations Efficient data structures for model-free data-driven computational mechanics 2021 Computer Methods in Applied Mechanics and Engineering article Engineering Numerical methods in engineering Open access 67 citations DNN2: A hyper-parameter reinforcement learning game for self-design of neural network based elasto-plastic constitutive descriptions 2021 Computers & Structures article Materials Science Machine Learning in Materials Science Open access 58 citations An offline multi‐scale unsaturated poromechanics model enabled by self‐designed/self‐improved neural networks 2021 International Journal for Numerical and Analytical Methods in Geomechanics article Engineering Soil and Unsaturated Flow 36 citations 6 results