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Assessing battery kinetics with machine learning

delete2021-08-01
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OA
AI
R
Rahul Malik
B
Brandon R. Sutherland *
DOI:10.1016/j.matt.2021.07.003delete
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Abstract

Abstract

En 中文
The ionic diffusion characteristics of electrode materials critically influence the performance of batteries. Over the last decade, disordered rocksalt materials have emerged as promising next-gen battery cathodes. The higher degree of disorder in these materials results in increased computational complexity when assessing ionic diffusion profiles. Recently in Electrochimica Acta, Chang, Jorgenson and co- authors reported a machine-learning-accelerated method to rapidly evaluate local ionic diffusion barriers in electrode materials with high accuracy.

Journal

Matter cover
Matter
IF:
17.5
Papers:
2.5K
Citations:
1.8W

Organization

U
university of toronto
Scholars:
14.8W
Papers: 12.0W
Citations: 165
Cited Papers

Cited Papers

On-the-fly assessment of diffusion barriers of disordered transition metal oxyfluorides using local descriptors
err2021-08-01
err13
errOAAI
errChang, Jin Hyun; Jorgensen, Peter Bjorn; Loftager, Simon; Bhowmik, Arghya; Lastra, Juan Maria Garcia; Vegge, Tejs
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First-principles theory of ionic diffusion with nondilute carriers
err2001-10-25
err449
PREAI
errVan der Ven, A; Ceder, G; Asta, M; Tepesch, PD
errShare
errSave
Determining the Criticality of Li-Excess for Disordered-Rocksalt Li-Ion Battery Cathodes
err2021-05-05
err51
errOAAI
errLee, Jinhyuk; Wang, Chao; Malik, Rahul; Dong, Yanhao; Huang, Yimeng; Seo, Dong-Hwa; Li, Ju
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Unlocking the Potential of Cation-Disordered Oxides for Rechargeable Lithium Batteries
errSCIENCE
IF45.8
err2014-01-31
err1.0K
errOAAI
errLee, Jinhyuk; Urban, Alexander; Li, Xin; Su, Dong; Hautier, Geoffroy; Ceder, Gerbrand
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Disordered Lithium-Rich Oxyfluoride as a Stable Host for Enhanced Li+ Intercalation Storage
err2015-02-03
err164
PREAI
errChen, Ruiyong; Ren, Shuhua; Knapp, Michael; Wang, Di; Witter, Raiker; Fichtner, Maximilian; Hahn, Horst
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