Data-Driven ICA-Bi-LSTM-Combined Lithium Battery SOH Estimation

Data-Driven ICA-Bi-LSTM-Combined Lithium Battery SOH Estimation

Lithium battery state of health (SOH) is a key parameter to characterize the actual battery life. SOH cannot be directly measured. In order to further improve the accuracy of SOH estimation of lithium batteries, a model combining incremental capacity analysis (ICA) and bidirectional long- and short-...

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Bibliographic Details
Main Authors: Sun, H. (Author), Sun, J. (Author), Wang, K. (Author), Wang, L. (Author), Zhao, K. (Author)
Format: Article
Language:English
Published: Hindawi Limited 2022
Subjects:
Battery life
Battery management systems
Capacity analysis
Characteristics parameters
Charging (batteries)
Charging time
Correlation methods
Data driven
Health
Health characteristics
Keys parameters
Lithium-ion batteries
Long and short term memory
Long short-term memory
Mean square error
NASA
Parameter estimation
Short term memory
State of health
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