共 42 条
Remaining Useful Life Prediction of Lithium-Ion Batteries by Using a Denoising Transformer-Based Neural Network
被引:20
作者:

Han, Yunlong
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机构:
Univ Technol Sydney, Fac Engn & Informat Technol, Sydney, NSW 2007, Australia Univ Technol Sydney, Fac Engn & Informat Technol, Sydney, NSW 2007, Australia

Li, Conghui
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h-index: 0
机构:
Zibo Vocat Inst, Zibo 255314, Peoples R China Univ Technol Sydney, Fac Engn & Informat Technol, Sydney, NSW 2007, Australia

Zheng, Linfeng
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h-index: 0
机构:
Jinan Univ, Inst Rail Transportat, Zhuhai 510632, Peoples R China Univ Technol Sydney, Fac Engn & Informat Technol, Sydney, NSW 2007, Australia

Lei, Gang
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h-index: 0
机构:
Univ Technol Sydney, Fac Engn & Informat Technol, Sydney, NSW 2007, Australia Univ Technol Sydney, Fac Engn & Informat Technol, Sydney, NSW 2007, Australia

Li, Li
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h-index: 0
机构:
Univ Technol Sydney, Fac Engn & Informat Technol, Sydney, NSW 2007, Australia Univ Technol Sydney, Fac Engn & Informat Technol, Sydney, NSW 2007, Australia
机构:
[1] Univ Technol Sydney, Fac Engn & Informat Technol, Sydney, NSW 2007, Australia
[2] Zibo Vocat Inst, Zibo 255314, Peoples R China
[3] Jinan Univ, Inst Rail Transportat, Zhuhai 510632, Peoples R China
来源:
关键词:
Li-ion battery;
remaining useful life;
transformer;
residual learning;
STATE;
HEALTH;
CELL;
D O I:
10.3390/en16176328
中图分类号:
TE [石油、天然气工业];
TK [能源与动力工程];
学科分类号:
0807 ;
0820 ;
摘要:
In this study, we introduce a novel denoising transformer-based neural network (DTNN) model for predicting the remaining useful life (RUL) of lithium-ion batteries. The proposed DTNN model significantly outperforms traditional machine learning models and other deep learning architectures in terms of accuracy and reliability. Specifically, the DTNN achieved an R2 value of 0.991, a mean absolute percentage error (MAPE) of 0.632%, and an absolute RUL error of 3.2, which are superior to other models such as Random Forest (RF), Decision Trees (DT), Multilayer Perceptron (MLP), Recurrent Neural Network (RNN), Long Short-Term Memory (LSTM), Gated Recurrent Unit (GRU), Dual-LSTM, and DeTransformer. These results highlight the efficacy of the DTNN model in providing precise and reliable predictions for battery RUL, making it a promising tool for battery management systems in various applications.
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