April 05, 2022 article Open access Recent advances and applications of deep learning methods in materials science npj Computational Materials DOI: 10.1038/s41524-022-00734-6 Full text (OA) OpenAlex Authors 0 Author list not loaded yet. Cited by 5 stored of 1,189 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 33 Unresolved Questions in Nanoscience and Nanotechnology 2025 ACS Nano article Engineering Nanotechnology research and applications Open access 57 citations Machine learning for discrimination of phase‐change chalcogenide glasses 2025 InfoMat article Materials Science Phase-change materials and chalcogenides Open access 25 citations A data-driven strategy for phase field nucleation modeling 2024 npj Materials Degradation article Materials Science Machine Learning in Materials Science Open access 6 citations Extracting ductile cast iron microstructure parameters from fracture surfaces: A deep learning based instance segmentation approach 2024 Engineering Fracture Mechanics article Engineering Mechanical Failure Analysis and Simulation Open access 10 citations Deep learning based initial crack size measurements utilizing macroscale fracture surface segmentation 2023 Engineering Fracture Mechanics article Engineering Fatigue and fracture mechanics Open access 21 citations 5 results References 1 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 Learning for Physics Research 2021 WORLD SCIENTIFIC eBooks book Physics and Astronomy Model Reduction and Neural Networks 29 citations 1 result