Journal of Power Sources, Journal Year: 2025, Volume and Issue: 645, P. 237176 - 237176
Published: April 26, 2025
Language: Английский
Journal of Power Sources, Journal Year: 2025, Volume and Issue: 645, P. 237176 - 237176
Published: April 26, 2025
Language: Английский
eScience, Journal Year: 2025, Volume and Issue: unknown, P. 100371 - 100371
Published: Jan. 1, 2025
Language: Английский
Citations
7Carbon Neutralization, Journal Year: 2025, Volume and Issue: 4(1)
Published: Jan. 1, 2025
ABSTRACT In military reserve power supplies, there is an urgent need for superior secondary batteries to replace conventional primary batteries, and lithium‐ion (LIBs) emerge as one of the best choices due their exceptional performance. The life LIBs includes cycle calendar life, with spanning from years decades. Accurate prediction crucial optimizing deployment maintenance in applications. Model‐based prognostics are usually established estimate using accelerated aging methods under various storage conditions. This review firstly outlines general prognostic workflow LIBs, analyzes degradation mechanisms, summarizes influencing factors; then, we introduce models, evolving simplistic empirical models (EMs) nonempirical mechanistic (MMs) based on LIB knowledge then traditional hybrid empirical‐mechanistic (trad‐EMMs). Finally, data‐driven (DDMs) machine learning (ML) discussed limitation methods, pure knowledge‐integrated establishing a comprehensive framework assessment. To our knowledge, this paper presents first field, summarizing offering some insights into future model development directions. can facilitate researchers analysis prolongation, thereby better serving application national economic life.
Language: Английский
Citations
1Energy & Fuels, Journal Year: 2025, Volume and Issue: unknown
Published: March 13, 2025
Language: Английский
Citations
1eTransportation, Journal Year: 2025, Volume and Issue: unknown, P. 100420 - 100420
Published: April 1, 2025
Language: Английский
Citations
1Chemical Engineering Journal, Journal Year: 2024, Volume and Issue: unknown, P. 155846 - 155846
Published: Sept. 1, 2024
Language: Английский
Citations
5Electrical Engineering, Journal Year: 2025, Volume and Issue: unknown
Published: Jan. 12, 2025
Language: Английский
Citations
0Energy, Journal Year: 2025, Volume and Issue: unknown, P. 134848 - 134848
Published: Feb. 1, 2025
Language: Английский
Citations
0Energy storage materials, Journal Year: 2025, Volume and Issue: unknown, P. 104173 - 104173
Published: March 1, 2025
Language: Английский
Citations
0eTransportation, Journal Year: 2025, Volume and Issue: unknown, P. 100426 - 100426
Published: April 1, 2025
Language: Английский
Citations
0Journal of Power Sources, Journal Year: 2025, Volume and Issue: 645, P. 237176 - 237176
Published: April 26, 2025
Language: Английский
Citations
0