Optoelectronics Letters, Volume. 16, Issue 6, 410(2020)
A life-prediction method for lithium-ion batteries based on a fusion model and an attention mechanism
[1] [1] Jingliang Zhang and Jay Lee, Journal of Power Sources 196, 6007 (2011).
[2] [2] Wei He, Nicholas Williard, Michael Osterman and Michael Pecht, Journal of Power Sources 196, 10314 (2011).
[3] [3] Xiaosong Hu, Changfu Zou, Caiping Zhang and Yang Li, IEEE Power Energy Magazine 15, 20 (2017).
[4] [4] Liu Datong, Zhou Jianbao and Guo Limeng, Journal of Instrumentation 36, 1 (2015).
[5] [5] Xin Xu and Nan Chen, Reliability Engineering & System Safety 159, 47 (2017).
[6] [6] Xiaosong Hu, Dongpu Cao and Bo Egardt, IEEE/ASME Transactions on Mechatronics 23, 161 (2018).
[7] [7] Meru A. Patil, Piyush Tagade, Krishnan S. Hariharan, Subramanya M. Kolake, Taewon Song, Taejung Yeo and Seokgwang Doo, Applied Energy 159, 285 (2015).
[8] [8] WANG D, MIAO Q and PECHT M, Journal of Power Sources 239, 253 (2013).
[9] [9] LIU JIE and SAXENA, An Adaptive Recurrent Nm-ion Batteries, Annual Conference of the Prognostics and Health Management Society, 1 (2010).
[10] [10] Rezvani Mohammad, AbuAil Mohamed, Lee Seungchul and Jay Lee, A Comparative Analysis of Techniques for Electric Vehicle Battery Prognostics and Health Management (PHM), Sae Technical Paper, 2011-01-2247.
[11] [11] WU J, ZHANG C and CHEN Z, Applied Energy 173, 134 (2016).
[12] [12] REN Lei, Sun Yaqiang, Cui Jin and Zhang Lin, Journal of Manufacturing Systems 48, 71 (2018).
[13] [13] Wu Yuting, Mei Yuan, Dong Shaopeng, Lin Li and Liu Yingqi, Neurocomputing 275, 167 (2018).
[14] [14] ZOU H, HASTIE T and TIBSHIRANI R, Journal of Computational and Graphical Statistics 15, 265 (2006).
[15] [15] Md Shamim Reza and Jinwen Ma, ICA and PCA Integrated Feature Extraction for Classification, IEEE 13th International Conference on Signal Processing (ICSP), Chengdu, China, 453 (2016).
[16] [16] BURDA Y, GROSSE R and SALAKHUTDINOV R, Computer Science 4, 112 (2016).
[17] [17] Chen Geheng, Information Technology 2, 149 (2018).
[18] [18] CHOI H, CHO K and BENGIO Y, Neurocomputing 284, 171 (2018).
[19] [19] Jiang Yuanyuan, Liu Zhu, Luo Hui and Wang Hui, Journal of Electronic Measurement and Instrument 30, 179 (2016).
[20] [20] Wang Haixia and Li Kaiyong, Computer Measurement and Control 27, 271 (2019).
Get Citation
Copy Citation Text
WANG Xian-bao, WU Fei-teng, YAO Ming-hai. A life-prediction method for lithium-ion batteries based on a fusion model and an attention mechanism[J]. Optoelectronics Letters, 2020, 16(6): 410
Received: Dec. 17, 2019
Accepted: Feb. 5, 2020
Published Online: Dec. 25, 2020
The Author Email: Xian-bao WANG (wxb@zjut.edu.cn)