Learning to Predict Crystal Plasticity at the Nanoscale: Deep Residual Networks and Size Effects in Uniaxial Compression Discrete Dislocation Simulations
Yang, Zijiang, Papanikolaou, Stefanos, Reid, Andrew C E, Liao, Wei-Keng, Choudhary, Alok N, Campbell, Carelyn, Agrawal, Ankit
Published in Scientific reports (19.05.2020)
Published in Scientific reports (19.05.2020)
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Journal Article
The joint automated repository for various integrated simulations (JARVIS) for data-driven materials design
Choudhary, Kamal, Garrity, Kevin F., Reid, Andrew C. E., DeCost, Brian, Biacchi, Adam J., Hight Walker, Angela R., Trautt, Zachary, Hattrick-Simpers, Jason, Kusne, A. Gilad, Centrone, Andrea, Davydov, Albert, Jiang, Jie, Pachter, Ruth, Cheon, Gowoon, Reed, Evan, Agrawal, Ankit, Qian, Xiaofeng, Sharma, Vinit, Zhuang, Houlong, Kalinin, Sergei V., Sumpter, Bobby G., Pilania, Ghanshyam, Acar, Pinar, Mandal, Subhasish, Haule, Kristjan, Vanderbilt, David, Rabe, Karin, Tavazza, Francesca
Published in npj computational materials (12.11.2020)
Published in npj computational materials (12.11.2020)
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Journal Article
Computational screening of high-performance optoelectronic materials using OptB88vdW and TB-mBJ formalisms
Choudhary, Kamal, Zhang, Qin, Reid, Andrew C E, Chowdhury, Sugata, Van Nguyen, Nhan, Trautt, Zachary, Newrock, Marcus W, Congo, Faical Yannick, Tavazza, Francesca
Published in Scientific data (08.05.2018)
Published in Scientific data (08.05.2018)
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Journal Article
Inference and Prediction of Nanoindentation Response in FCC Crystals: Methods and Discrete Dislocation Simulation Examples
Tzimas, Michail, Michopoulos, John, Po, Giacomo, Reid, Andrew C E, Papanikolaou, Stefanos
Published in arXiv.org (01.02.2020)
Published in arXiv.org (01.02.2020)
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Deep learning based domain knowledge integration for small datasets: Illustrative applications in materials informatics
Yang, Zijiang, Al-Bahrani, Reda, Reid, Andrew C. E., Papanikolaou, Stefanos, Kalidindi, Surya R., Liao, Wei-keng, Choudhary, Alok, Agrawal, Ankit
Published in 2019 International Joint Conference on Neural Networks (IJCNN) (01.07.2019)
Published in 2019 International Joint Conference on Neural Networks (IJCNN) (01.07.2019)
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Conference Proceeding
Learning crystal plasticity using digital image correlation: Examples from discrete dislocation dynamics
Papanikolaou, Stefanos, Tzimas, Michail, Reid, Andrew C E, Langer, Stephen A
Published in arXiv.org (13.04.2019)
Published in arXiv.org (13.04.2019)
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AI for Learning Deformation Behavior of a Material: Predicting Stress-Strain Curves 4000x Faster Than Simulations
Mao, Yuwei, Keshavarz, Shahriyar, Gupta, Vishu, Reid, Andrew C.E., Liao, Wei-keng, Choudhary, Alok, Agrawal, Ankit
Published in 2023 International Joint Conference on Neural Networks (IJCNN) (18.06.2023)
Published in 2023 International Joint Conference on Neural Networks (IJCNN) (18.06.2023)
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Conference Proceeding
A deep learning-based crystal plasticity finite element model
Mao, Yuwei, Keshavarz, Shahriyar, Kilic, Muhammed Nur Talha, Wang, Kewei, Li, Youjia, Reid, Andrew C.E., Liao, Wei-keng, Choudhary, Alok, Agrawal, Ankit
Published in Scripta materialia (01.01.2025)
Published in Scripta materialia (01.01.2025)
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Journal Article
The Joint Automated Repository for Various Integrated Simulations (JARVIS) for data-driven materials design
Choudhary, Kamal, Garrity, Kevin F, Reid, Andrew C E, DeCost, Brian, Biacchi, Adam J, Hight Walker, Angela R, Trautt, Zachary, Hattrick-Simpers, Jason, A Gilad Kusne, Centrone, Andrea, Davydov, Albert, Jiang, Jie, Pachter, Ruth, Cheon, Gowoon, Reed, Evan, Agrawal, Ankit, Qian, Xiaofeng, Sharma, Vinit, Zhuang, Houlong, Kalinin, Sergei V, Sumpter, Bobby G, Pilania, Ghanshyam, Acar, Pinar, Mandal, Subhasish, Haule, Kristjan, Vanderbilt, David, Rabe, Karin, Tavazza, Francesca
Published in arXiv.org (12.07.2021)
Published in arXiv.org (12.07.2021)
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Paper
Journal Article
Computational screening of high-performance optoelectronic materials using OptB88vdW and TB-mBJ formalisms
Choudhary, Kamal, Zhang, Qin, Reid, Andrew C E, Chowdhury, Sugata, Nhan Van Nguyen, Trautt, Zachary, Newrock, Marcus W, Faical Yannick Congo, Tavazza, Francesca
Published in arXiv.org (03.04.2018)
Published in arXiv.org (03.04.2018)
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OOF3D: An image-based finite element solver for materials science
Coffman, Valerie R., Reid, Andrew C.E., Langer, Stephen A., Dogan, Gunay
Published in Mathematics and computers in simulation (01.08.2012)
Published in Mathematics and computers in simulation (01.08.2012)
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