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Machine Learning in Materials Science Sign in to save
Papers per year
Papers 180
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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 -
An artificial neural network for surrogate modeling of stress fields in viscoplastic polycrystalline materials2023 npj Computational Materials article Materials Science Machine Learning in Materials Science Open access
Mohammad Sarkari Khorrami, Jaber Rezaei Mianroodi, Nima Hamidi Siboni, Pawan Goyal, Bob Svendsen, Peter Benner, +1 more
97citations -
Machine-learning-based surrogate modeling of microstructure evolution using phase-field2022 Computational Materials Science article Materials Science Machine Learning in Materials Science
Iman Peivaste, Nima Hamidi Siboni, Ghasem Alahyarizadeh, Reza Ghaderi, Bob Svendsen, Dierk Raabe, +1 more
62citations -
Potential Application of Machine-Learning-Based Quantum Chemical Methods in Environmental Chemistry2022 Environmental Science & Technology article Materials Science Machine Learning in Materials Science Open access
Deming Xia, Jingwen Chen, Zhiqiang Fu, Tong Xu, Zhongyu Wang, Wenjia Liu, +2 more
61citations -
DNN2: A hyper-parameter reinforcement learning game for self-design of neural network based elasto-plastic constitutive descriptions2021 Computers & Structures article Materials Science Machine Learning in Materials Science Open access
Alexander Fuchs, Yousef Heider, Kun Wang, WaiChing Sun, Michael Kaliske
58citations -
Deep Neural Networks for Analysis of Microscopy Images—Synthetic Data Generation and Adaptive Sampling2021 Crystals article Materials Science Machine Learning in Materials Science Open access cited by 3 patents
Patrick Trampert, Dmitri Rubinstein, Faysal Boughorbel, Christian Schlinkmann, Maria Luschkova, Philipp Slusallek, +2 more
40citations -
Common workflows for computing material properties using different quantum engines2021 npj Computational Materials article Materials Science Machine Learning in Materials Science Open access
Sebastiaan P. Huber, Emanuele Bosoni, Marnik Bercx, Augustin Degomme, Vladimir Dikan, Kristjan Eimre, +19 more
40citations
Most active Aachen authors
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Jan G. Rittig 770 citations overall15 papers
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Alexander Mitsos 10,876 citations overall10 papers
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Stefan Sandfeld 1,951 citations overall9 papers
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Martin Grohe 12,906 citations overall8 papers
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Zhikun Zhang 4 citations overall6 papers
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Sebastian Münstermann 4,297 citations overall5 papers
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Artur M. Schweidtmann 3,713 citations overall5 papers
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Maria Fyta 2,420 citations overall5 papers
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Richard Dronskowski 34,318 citations overall4 papers
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Robert Heinrich Schmitt 12,285 citations overall4 papers
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Thomas Bergs 5,996 citations overall4 papers
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Mikhail Itskov 4,595 citations overall4 papers
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Kevin Linka 3,497 citations overall4 papers
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Stefan Palkovits 1,125 citations overall4 papers