Lithium-ion Battery Remaining Life Prediction Method Based on Hybrid Algorithm

2021 ◽  
Author(s):  
Guowei Tong ◽  
Jia Cai ◽  
Linyi Huang ◽  
Xundao Zhou ◽  
Binhui Liu
Keyword(s):  
Lithium Ion Battery ◽  
Hybrid Algorithm ◽  
Life Prediction ◽  
Prediction Method ◽  
Lithium Ion ◽  
Remaining Life

A transferable lithium-ion battery remaining useful life prediction method from cycle-consistency of degradation trend

2022 ◽  
Vol 521 ◽  
pp. 230975
Author(s):  
Fujin Wang ◽  
Zhibin Zhao ◽  
Jiaxin Ren ◽  
Zhi Zhai ◽  
Shibin Wang ◽  
...  
Keyword(s):  
Lithium Ion Battery ◽  
Life Prediction ◽  
Prediction Method ◽  
Lithium Ion ◽  
Remaining Useful Life ◽  
Useful Life

scholarly journals Battery life prediction method based on DE-GWO-LSTM

2021 ◽  
Vol 2076 (1) ◽  
pp. 012105
Author(s):  
Yongsheng Shi ◽  
Jiarui Ren ◽  
Mengzhuo Shi ◽  
Jin Li ◽  
Kai Zhang
Keyword(s):  
Lithium Ion Battery ◽  
Life Prediction ◽  
Differential Evolution Algorithm ◽  
Prediction Method ◽  
Lithium Ion ◽  
Population Diversity ◽  
Battery Life ◽  
Grey Wolf ◽  
Evolution Algorithm ◽  
Life Prediction Model

Abstract Aiming at the problem of inaccurate prediction results of lithium-ion battery life, a lithium-ion battery life prediction model based on hybrid algorithm is designed. The position of grey wolf algorithm is updated by differential evolution algorithm, which improves the population diversity and avoids premature stagnation of the algorithm. The GWO-LSTM model and DE-GWO-LSTM model are compared and analyzed by using NASA data. The proposed DE-GWO-LSTM can well conduct global search and local search, and improve the prediction performance to a certain extent.

Novel Statistical Analysis Approach for Remaining Useful Life Prediction of Lithium-Ion Battery

2021 ◽  
Author(s):  
Yash S. Jain ◽  
Atharva D. Veer ◽  
Gaurav S. Sawant ◽  
Yash R. Jain ◽  
Sandeep S. Udmale
Keyword(s):  
Statistical Analysis ◽  
Lithium Ion Battery ◽  
Life Prediction ◽  
Lithium Ion ◽  
Remaining Useful Life ◽  
Analysis Approach ◽  
Useful Life
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