Conference
A Convolutional Neural Network for Estimation of Lithium-Ion Battery State-of-Health during Constant Current Operation
Abstract
Accurate state-of-health (SOH) estimation is critical for lithium-ion batteries' safe and reliable operation. These batteries are widely used for commercial products, including smartphones, laptops, and electric vehicles. In this paper, we develop a convolutional neural network (CNN) based battery SOH estimation model trained to estimate SOH from constant current charge and discharge data. Aging data from four cells, each charged with a …
Authors
Chen J; Manivanan M; Duque J; Kollmeyer P; Panchal S; Gross O; Emadi A
Volume
00
Pagination
pp. 1-6
Publisher
Institute of Electrical and Electronics Engineers (IEEE)
Publication Date
June 23, 2023
DOI
10.1109/itec55900.2023.10186914
Name of conference
2023 IEEE Transportation Electrification Conference & Expo (ITEC)