Papers matching “materials property prediction” 373
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Efficient surrogate models for materials science simulations: Machine learning-based prediction of microstructure properties2024 Machine Learning with Applications article Materials Science Machine Learning in Materials Science Open access
Binh Duong Nguyen, Pavlo Potapenko, Aytekin Demirci, Kishan Govind, Sébastien Bompas, Stefan Sandfeld
22citations -
Accurate prediction of structural and mechanical properties on amorphous materials enabled through machine-learning potentials: a case study of silicon nitride2024 arXiv (Cornell University) preprint Materials Science Machine Learning in Materials Science Open access
Ganesh Kumar Nayak, Prashanth Srinivasan, Juraj Todt, Rostislav Daniel, Paolo Nicolini, David Holec
1citations -
Convolutional neural networks for additively manufactured hot work steel H11: classification and prediction of mechanical properties2025 The International Journal of Advanced Manufacturing Technology article Materials Science Machine Learning in Materials Science Open access
Iris Raffeis, Michael Rom, Frank Adjei-Kyeremeh, Andreas Bührig–Polaczek
4citations -
Structure–property predictions in metallic glasses: Insights from data-driven atomistic simulations2024 Journal of materials research/Pratt's guide to venture capital sources article Engineering Metallic Glasses and Amorphous Alloys Open access
Gokul Raman Arumugam Kumar, Manish Aggarwal, S. Swayamjyoti, Param Punj Singh, Kisor Kumar Sahu, Raghavan Ranganathan
11citations -
Integrated property predictions during casting and heat treatment of Al-Si-Cu-Mg alloys by precipitation simulation2023 IOP Conference Series Materials Science and Engineering conference-paper Engineering Aluminum Alloy Microstructure Properties Open access
Fengxin Mao, Moritz Weidt, Frank Roeser, Jesper Thorborg, Luis Antonio Barrales-Mora
2citations -
Concept for databased material property description along the process chain press hardening: Implementing the Digital Material Twin and the Digital Material Shadow2025 Computational Materials Science article Engineering Digital Transformation in Industry Open access
Jing Wang, Hannah Naber, Marc Ackermann, Frederike Brasche, Alexander Gramlich, Ulrich Krupp
3citations -
Dielectric model of asphalt pavement materials towards the future electrified road2023 Philosophical Transactions of the Royal Society A Mathematical Physical and Engineering Sciences article Engineering Asphalt Pavement Performance Evaluation Open access
Dawei Wang, Chengsen Ye, Haotian Lv, Luopei Meng, Fujiao Tang, Yaowei Ni, +1 more
12citations -
Constitutive artificial neural networks: A fast and general approach to predictive data-driven constitutive modeling by deep learning2020 Journal of Computational Physics article Materials Science Machine Learning in Materials Science Open access cited by 3 patents
Kevin Linka, Markus Hillgärtner, Kian P. Abdolazizi, Roland Can Aydin, Mikhail Itskov, Christian Johannes Cyron
341citations