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Keywords: variational mode decomposition (VMD)
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Journal Articles

Lithium-Ion Battery Health State Estimation Based on Feature Reconstruction and Optimized Least Squares Support Vector Machine

Tiezhou Wu, Jian Kang, Junchao Zhu, Te Tu
Journal: Journal of Electrochemical Energy Conversion and Storage
Publisher: ASME
Article Type: Research Papers
J. Electrochem. En. Conv. Stor. February 2025, 22(1): 011013.
Paper No: JEECS-24-1015
https://doi.org/10.1115/1.4065666
Published Online: June 24, 2024
... analysis (PCA) pairs to obtain a highly correlated fusion feature. The appropriate variational mode decomposition (VMD) decomposition layer is selected to decompose it to obtain multiple subsequence components, so as to eliminate the local regeneration phenomenon of the feature. For multiple subsequence...
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Topics: Algorithms, Batteries, Errors, Lithium-ion batteries, Support vector machines, Principal component analysis, State estimation, Cycles, Optimization, Battery life