Accelerated battery life predictions through synergistic combination of physics-based models and machine learning

Kim, Sangwook; Yi, Zonggen; Kunz, M. Ross; Dufek, Eric J.; Tanim, Tanvir R.; Chen, Bor-Rong; Gering, Kevin L.

doi:10.1016/j.xcrp.2022.101023

Accelerated battery life predictions through synergistic combination of physics-based models and machine learning

Journal Article · Thu Sep 01 00:00:00 EDT 2022 · Cell Reports Physical Science

DOI:https://doi.org/10.1016/j.xcrp.2022.101023· OSTI ID:1889500

Kim, Sangwook; Yi, Zonggen; Kunz, M. Ross; Dufek, Eric J.; Tanim, Tanvir R.; Chen, Bor-Rong;

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Sponsoring Organization:: USDOE Office of Energy Efficiency and Renewable Energy (EERE)

Grant/Contract Number:: AC07-05ID14517

OSTI ID:: 1889500

Alternate ID(s):: OSTI ID: 1924794

Journal Information:: Cell Reports Physical Science, Journal Name: Cell Reports Physical Science Journal Issue: 9 Vol. 3; ISSN 2666-3864

Publisher:: ElsevierCopyright Statement

Country of Publication:: United States

Language:: English

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A machine learning framework for early detection of lithium plating combining multiple physics-based electrochemical signatures

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