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Lithium-ion Battery Strain Gauge Monitoring and Depth of Discharge Estimation Lithium-ion battery diagnostics and prognostics rely on measurements of electrical impedance, capacity, and voltage to infer the internal state of the battery. Mechanical changes to the cell structure represent an additional measure of the battery’s state because these changes are related to the overall battery health. As lithium-ion batteries are charged and discharged, lithium ions are inserted or removed from the anode and cathode, a process called intercalation and de-intercalation. As lithium ions intercalate and de-intercalate, they can cause changes to the lattice of the electrode particles, resulting in volumetric changes. These volumetric changes cause mechanical stresses and strains on the lithium-ion battery electrodes, and subsequently, the whole cell’s thickness varies as it is charged and discharged. This paper presents a study on the use of surface-mounted strain gauges for in-situ measurement of structural changes to lithium-ion batteries, along with a characterization of the unit-to-unit differences in strain response. A neural network modeling structure is then used to predict the battery’s depth of discharge under dynamic discharge conditions.
Document ID
20210015216
Acquisition Source
Goddard Space Flight Center
Document Type
Accepted Manuscript (Version with final changes)
Authors
Christopher Hendricks
(Naval Surface Warfare Center Washington D.C., District of Columbia, United States)
Bhanu Sood
(Goddard Space Flight Center Greenbelt, Maryland, United States)
Michael Pecht
(University of Maryland, College Park College Park, Maryland, United States)
Date Acquired
May 7, 2021
Publication Date
May 12, 2022
Publication Information
Publication: Journal of Electrochemical Energy Conversion and Storage
Publisher: American Society of Mechanical Engineers
Volume: 20
Issue: 1
Issue Publication Date: February 1, 2023
ISSN: 2381-6872
e-ISSN: 2381-6910
Subject Category
Quality Assurance And Reliability
Funding Number(s)
WBS: 432938.10.01.04.02
CONTRACT_GRANT: NSF-1234451
Distribution Limits
Public
Copyright
Portions of document may include copyright protected material.
Technical Review
Single Expert
Keywords
Lithium-ion batteries, depth of discharge, strain gauges, neural networks
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