Deep Learning Prognostics for Lithium-Ion Battery Based on Ensembled Long Short-Term Memory Networks

IEEE Access ◽

10.1109/access.2019.2937798 ◽

2019 ◽

Vol 7 ◽

pp. 155130-155142 ◽

Author(s):

Yuefeng Liu ◽

Guangquan Zhao ◽

Xiyuan Peng

Keyword(s):

Deep Learning ◽

Lithium Ion Battery ◽

Short Term Memory ◽

Lithium Ion ◽

Term Memory ◽

Long Short Term Memory

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State-of-charge sequence estimation of lithium-ion battery based on bidirectional long short-term memory encoder-decoder architecture

Journal of Power Sources ◽

10.1016/j.jpowsour.2019.227558 ◽

2020 ◽

Vol 449 ◽

pp. 227558 ◽

Author(s):

Chong Bian ◽

Huoliang He ◽

Shunkun Yang ◽

Tingting Huang

Keyword(s):

Lithium Ion Battery ◽

Short Term Memory ◽

Lithium Ion ◽

State Of Charge ◽

Term Memory ◽

Sequence Estimation ◽

Decoder Architecture ◽

Long Short Term Memory

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Core Temperature Estimation Method for Lithium-ion Battery Based on Long Short-term Memory Model with Transfer Learning

IEEE Journal of Emerging and Selected Topics in Power Electronics ◽

10.1109/jestpe.2021.3136906 ◽

2021 ◽

pp. 1-1

Author(s):

Nan Wang ◽

Guangcai Zhao ◽

Yongzhe Kang ◽

Wei Wang ◽

Alian Chen ◽

...

Keyword(s):

Lithium Ion Battery ◽

Core Temperature ◽

Short Term Memory ◽

Estimation Method ◽

Lithium Ion ◽

Memory Model ◽

Temperature Estimation ◽

Term Memory ◽

Long Short Term Memory

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Implementation of generative adversarial network-CLS combined with bidirectional long short-term memory for lithium-ion battery state prediction

Journal of Energy Storage ◽

10.1016/j.est.2020.101489 ◽

2020 ◽

Vol 31 ◽

pp. 101489 ◽

Author(s):

Haoliang Zhang ◽

Wei Tang ◽

Woonki Na ◽

Pyeong-Yeon Lee ◽

Jonghoon Kim

Keyword(s):

Lithium Ion Battery ◽

Short Term Memory ◽

Lithium Ion ◽

Generative Adversarial Network ◽

Term Memory ◽

Adversarial Network ◽

State Prediction ◽

Long Short Term Memory

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Long Short Term Memory-Based State-of-Health Prediction Algorithm of a Rechargeable Lithium-Ion Battery for Electric Vehicle

The Transactions of The Korean Institute of Electrical Engineers ◽

10.5370/kiee.2019.68.10.1214 ◽

2019 ◽

Vol 68 (10) ◽

pp. 1214-1221

Author(s):

Sanguk Kwon ◽

Dongho Han ◽

Seongyun Park ◽

Jonghoon Kim

Keyword(s):

Lithium Ion Battery ◽

Electric Vehicle ◽

Short Term Memory ◽

Lithium Ion ◽

Prediction Algorithm ◽

State Of Health ◽

Term Memory ◽

Long Short Term Memory

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Stage of Charge Estimation of Lithium-ion Battery Packs Based on Improved Cubature Kalman Filter with Long Short-Term Memory Model

IEEE Transactions on Transportation Electrification ◽

10.1109/tte.2020.3041757 ◽

2020 ◽

pp. 1-1

Author(s):

Xing Shu ◽

Guang Li ◽

Yuanjian Zhang ◽

Shiquan Shen ◽

Zheng Chen ◽

...

Keyword(s):

Kalman Filter ◽

Lithium Ion Battery ◽

Short Term Memory ◽

Lithium Ion ◽

Memory Model ◽

Term Memory ◽

Cubature Kalman Filter ◽

Battery Packs ◽

Long Short Term Memory

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Real-Time Parameter Estimation of an Electrochemical Lithium-Ion Battery Model Using a Long Short-Term Memory Network

IEEE Access ◽

10.1109/access.2020.2991124 ◽

2020 ◽

Vol 8 ◽

pp. 81789-81799

Author(s):

Huiyong Chun ◽

Jungsoo Kim ◽

Jungwook Yu ◽

Soohee Han

Keyword(s):

Parameter Estimation ◽

Lithium Ion Battery ◽

Short Term Memory ◽

Lithium Ion ◽

Time Parameter ◽

Term Memory ◽

Battery Model ◽

Memory Network ◽

Long Short Term Memory

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A Multiscale Entropy-Based Long Short Term Memory Model for Lithium-Ion Battery Prognostics

2021 IEEE International Conference on Prognostics and Health Management (ICPHM) ◽

10.1109/icphm51084.2021.9486674 ◽

2021 ◽

Author(s):

Alireza Namdari ◽

Zhaojun Steven Li

Keyword(s):

Lithium Ion Battery ◽

Short Term Memory ◽

Lithium Ion ◽

Multiscale Entropy ◽

Memory Model ◽

Term Memory ◽

Long Short Term Memory

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State of Health Estimation for Lithium-Ion Battery Based on Long Short Term Memory Networks

DEStech Transactions on Environment Energy and Earth Science ◽

10.12783/dteees/iceee2018/27855 ◽

2019 ◽

Author(s):

Zheng Chen ◽

Xinyue Song ◽

Renxin Xiao ◽

Jiangwei Shen ◽

Xuelei Xia

Keyword(s):

Lithium Ion Battery ◽

Short Term Memory ◽

Lithium Ion ◽

State Of Health ◽

Term Memory ◽

Long Short Term Memory

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Reliable Life Prediction and Evaluation Analysis of Lithium-ion Battery Based on Long-Short Term Memory Model

2019 IEEE 19th International Conference on Software Quality, Reliability and Security Companion (QRS-C) ◽

10.1109/qrs-c.2019.00098 ◽

2019 ◽

Author(s):

Xuejiao Zhao ◽

Lizhi Wang ◽

Xiaohong Wang ◽

Yusheng Sun ◽

Tongmin Jiang ◽

...

Keyword(s):

Lithium Ion Battery ◽

Life Prediction ◽

Short Term Memory ◽

Lithium Ion ◽

Memory Model ◽

Term Memory ◽

Long Short Term Memory

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The early prediction of lithium-ion battery remaining useful life using a novel Long Short-Term Memory network

10.1109/iciea51954.2021.9516254 ◽

2021 ◽

Author(s):

Meng Zhang ◽

Lifeng Wu ◽

Zhen Peng

Keyword(s):

Lithium Ion Battery ◽

Short Term Memory ◽

Lithium Ion ◽

Remaining Useful Life ◽

Early Prediction ◽

Term Memory ◽

Memory Network ◽

Useful Life ◽

Long Short Term Memory

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