State-of-charge estimation method of lithium-ion batteries based on long-short term memory network

IOP Conference Series Earth and Environmental Science ◽

10.1088/1755-1315/208/1/012001 ◽

2018 ◽

Vol 208 ◽

pp. 012001 ◽

Author(s):

Qichang Zhang ◽

Bing Liu ◽

Fei Zhou ◽

Qianzhi Wang ◽

Jizhou Kong

Keyword(s):

Lithium Ion Batteries ◽

Short Term Memory ◽

Estimation Method ◽

Lithium Ion ◽

State Of Charge ◽

Term Memory ◽

Memory Network ◽

Long Short Term Memory ◽

State Of Charge Estimation

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State-of-Charge Estimation of Lithium-Ion Batteries via Long Short-Term Memory Network

IEEE Access ◽

10.1109/access.2019.2912803 ◽

2019 ◽

Vol 7 ◽

pp. 53792-53799 ◽

Author(s):

Fangfang Yang ◽

Xiangbao Song ◽

Fan Xu ◽

Kwok-Leung Tsui

Keyword(s):

Lithium Ion Batteries ◽

Short Term Memory ◽

Lithium Ion ◽

State Of Charge ◽

Term Memory ◽

Memory Network ◽

Long Short Term Memory ◽

State Of Charge Estimation

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Stacked bidirectional long short-term memory networks for state-of-charge estimation of lithium-ion batteries

Energy ◽

10.1016/j.energy.2019.116538 ◽

2020 ◽

Vol 191 ◽

pp. 116538 ◽

Author(s):

Chong Bian ◽

Huoliang He ◽

Shunkun Yang

Keyword(s):

Lithium Ion Batteries ◽

Short Term Memory ◽

Lithium Ion ◽

State Of Charge ◽

Term Memory ◽

Long Short Term Memory ◽

State Of Charge Estimation

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Temperature Dependent State of Charge Estimation of Lithium-ion Batteries Using Long Short-Term Memory Network and Kalman Filter

IECON 2019 - 45th Annual Conference of the IEEE Industrial Electronics Society ◽

10.1109/iecon.2019.8927710 ◽

2019 ◽

Author(s):

Yuhang Yang ◽

Alice Dong ◽

Yihui Li ◽

Ryan Ahmed ◽

Ali Emadi

Keyword(s):

Short Term Memory ◽

Lithium Ion ◽

State Of Charge ◽

Temperature Dependent ◽

Term Memory ◽

Memory Network ◽

Long Short Term Memory ◽

State Of Charge Estimation ◽

Dependent State

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Long Short-Term Memory With Attention Mechanism for State of Charge Estimation of Lithium-Ion Batteries

IEEE Access ◽

10.1109/access.2020.2995656 ◽

2020 ◽

Vol 8 ◽

pp. 94140-94151

Author(s):

Tadele Mamo ◽

Fu-Kwun Wang

Keyword(s):

Lithium Ion Batteries ◽

Short Term Memory ◽

Lithium Ion ◽

Attention Mechanism ◽

State Of Charge ◽

Term Memory ◽

Long Short Term Memory ◽

State Of Charge Estimation

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A combined robust approach based on auto‐regressive long short‐term memory network and moving horizon estimation for state‐of‐charge estimation of lithium‐ion batteries

International Journal of Energy Research ◽

10.1002/er.6615 ◽

2021 ◽

Author(s):

Yong Chen ◽

Changlong Li ◽

Sizhong Chen ◽

Hongbin Ren ◽

Zepeng Gao

Keyword(s):

Short Term Memory ◽

Lithium Ion ◽

State Of Charge ◽

Term Memory ◽

Robust Approach ◽

Auto Regressive ◽

Memory Network ◽

Long Short Term Memory ◽

State Of Charge Estimation

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State of charge prediction framework for lithium-ion batteries incorporating long short-term memory network and transfer learning

Journal of Energy Storage ◽

10.1016/j.est.2021.102494 ◽

2021 ◽

Vol 37 ◽

pp. 102494

Author(s):

Yu Liu ◽

Xing Shu ◽

Hanzhengnan Yu ◽

Jiangwei Shen ◽

Yuanjian Zhang ◽

...

Keyword(s):

Lithium Ion Batteries ◽

Transfer Learning ◽

Short Term Memory ◽

Lithium Ion ◽

State Of Charge ◽

Term Memory ◽

Memory Network ◽

Long Short Term Memory

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A Recurrent Neural Network with Long Short-Term Memory for State of Charge Estimation of Lithium-ion Batteries

2019 IEEE 8th Joint International Information Technology and Artificial Intelligence Conference (ITAIC) ◽

10.1109/itaic.2019.8785770 ◽

2019 ◽

Author(s):

Chaoran Li ◽

Fei Xiao ◽

Yaxiang Fan ◽

Guorun Yang ◽

Weiwei Zhang

Keyword(s):

Neural Network ◽

Lithium Ion Batteries ◽

Recurrent Neural Network ◽

Short Term Memory ◽

Lithium Ion ◽

State Of Charge ◽

Term Memory ◽

Long Short Term Memory ◽

State Of Charge Estimation

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A combined method for state-of-charge estimation for lithium-ion batteries using a long short-term memory network and an adaptive cubature Kalman filter

Applied Energy ◽

10.1016/j.apenergy.2020.114789 ◽

2020 ◽

Vol 265 ◽

pp. 114789 ◽

Author(s):

Yong Tian ◽

Rucong Lai ◽

Xiaoyu Li ◽

Lijuan Xiang ◽

Jindong Tian

Keyword(s):

Short Term Memory ◽

Lithium Ion ◽

State Of Charge ◽

Combined Method ◽

Term Memory ◽

Cubature Kalman Filter ◽

Memory Network ◽

Long Short Term Memory ◽

State Of Charge Estimation

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State of Charge Estimation using Recurrent Neural Networks with Long Short-Term Memory for Lithium-Ion Batteries

IECON 2019 - 45th Annual Conference of the IEEE Industrial Electronics Society ◽

10.1109/iecon.2019.8926815 ◽

2019 ◽

Author(s):

S. Bockrath ◽

A. Rosskopf ◽

S. Koffel ◽

S. Waldhor ◽

K. Srivastava ◽

...

Keyword(s):

Neural Networks ◽

Lithium Ion Batteries ◽

Recurrent Neural Networks ◽

Short Term Memory ◽

Lithium Ion ◽

State Of Charge ◽

Term Memory ◽

Long Short Term Memory ◽

State Of Charge Estimation

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State of charge estimation of lithium-ion batteries using hybrid autoencoder and Long Short Term Memory neural networks

Journal of Power Sources ◽

10.1016/j.jpowsour.2020.228375 ◽

2020 ◽

Vol 469 ◽

pp. 228375

Author(s):

Mohammad Fasahat ◽

Mohammad Manthouri

Keyword(s):

Neural Networks ◽

Lithium Ion Batteries ◽

Short Term Memory ◽

Lithium Ion ◽

State Of Charge ◽

Term Memory ◽

Long Short Term Memory ◽

State Of Charge Estimation

Download Full-text