August 13, 2019 article Open access Modeling Macroscopic Material Behavior With Machine Learning Algorithms Trained by Micromechanical Simulations Frontiers in Materials DOI: 10.3389/fmats.2019.00181 Full text (OA) OpenAlex Authors 0 Author list not loaded yet. Cited by 8 stored of 63 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 Deep reinforcement learning for microstructural optimisation of silica aerogels 2024 Scientific Reports article Chemistry Aerogels and thermal insulation Open access 10 citations Monitoring the evolution of dimensional accuracy and product properties in property-controlled forming processes 2023 Advances in Industrial and Manufacturing Engineering article Engineering Metal Forming Simulation Techniques Open access 13 citations Identification of Martensite Bands in Dual‐Phase Steels: A Deep Learning Object Detection Approach Using Faster Region‐Based‐Convolutional Neural Network 2023 steel research international article Engineering Microstructure and Mechanical Properties of Steels Open access 9 citations Automatic generation of interpretable hyperelastic material models by symbolic regression 2023 International Journal for Numerical Methods in Engineering article Engineering Elasticity and Material Modeling Open access 54 citations Effect of microstructural heterogeneity on fatigue strength predicted by reinforcement machine learning 2022 Fatigue & Fracture of Engineering Materials & Structures article Engineering Fatigue and fracture mechanics Open access 22 citations Machine learning-based structure–property predictions in silica aerogels 2021 Soft Matter article Materials Science Machine Learning in Materials Science 26 citations Constitutive artificial neural networks: A fast and general approach to predictive data-driven constitutive modeling by deep learning 2020 Journal of Computational Physics article Materials Science Machine Learning in Materials Science Open access cited by 3 patents 341 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 8 results References 0