A Hybrid Long Short-Term Memory Network for State-of-Charge Estimation of Li-ion Batteries

2021 IEEE Transportation Electrification Conference & Expo (ITEC) ◽

10.1109/itec51675.2021.9490188 ◽

2021 ◽

Author(s):

Isaiah Oyewole ◽

Mayuresh Savargaonkar ◽

Abdallah Chehade ◽

Youngki Kim

Keyword(s):

Short Term Memory ◽

State Of Charge ◽

Li Ion Batteries ◽

Term Memory ◽

Memory Network ◽

Li Ion ◽

Long Short Term Memory ◽

State Of Charge Estimation

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A Long Short-Term Memory Network for Online State-of-Charge Estimation of Li-ion Battery Cells

2020 IEEE Transportation Electrification Conference & Expo (ITEC) ◽

10.1109/itec48692.2020.9161487 ◽

2020 ◽

Author(s):

Zunya Shi ◽

Mayuresh Savargaonkar ◽

Abdallah A. Chehade ◽

Ala A. Hussein

Keyword(s):

Short Term Memory ◽

State Of Charge ◽

Li Ion Battery ◽

Term Memory ◽

Memory Network ◽

Li Ion ◽

Long Short Term Memory ◽

State Of Charge Estimation ◽

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Long Short-Term Memory Networks for Accurate State-of-Charge Estimation of Li-ion Batteries

IEEE Transactions on Industrial Electronics ◽

10.1109/tie.2017.2787586 ◽

2018 ◽

Vol 65 (8) ◽

pp. 6730-6739 ◽

Author(s):

Ephrem Chemali ◽

Phillip J. Kollmeyer ◽

Matthias Preindl ◽

Ryan Ahmed ◽

Ali Emadi

Keyword(s):

Short Term Memory ◽

State Of Charge ◽

Li Ion Batteries ◽

Term Memory ◽

Li Ion ◽

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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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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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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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 estimation for LiNi 0 . 6 Co 0 . 2 Mn 0 . 2 O 2 /graphite batteries using the compound method with improved extended Kalman filter and long short‐term memory network

International Journal of Energy Research ◽

10.1002/er.6234 ◽

2020 ◽

Author(s):

Shuai Xu ◽

Jianxiong Zhou ◽

Fei Zhou ◽

Yuchen Liu

Keyword(s):

Kalman Filter ◽

Extended Kalman Filter ◽

Short Term Memory ◽

State Of Charge ◽

Term Memory ◽

Memory Network ◽

Compound Method ◽

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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Li-ion Battery State of Charge Estimation Using Long Short-Term Memory Recurrent Neural Network with Transfer Learning

2019 IEEE Transportation Electrification Conference and Expo (ITEC) ◽

10.1109/itec.2019.8790543 ◽

2019 ◽

Author(s):

Carlos Vidal ◽

Phillip Kollmeyer ◽

Ephrem Chemali ◽

Ali Emadi

Keyword(s):

Neural Network ◽

Short Term Memory ◽

State Of Charge ◽

Li Ion Battery ◽

Term Memory ◽

Battery State Of Charge ◽

Li Ion ◽

Long Short Term Memory ◽

State Of Charge Estimation

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Battery State of Charge Estimation Using Long Short-Term Memory Network and Extended Kalman Filter

2020 39th Chinese Control Conference (CCC) ◽

10.23919/ccc50068.2020.9188934 ◽

2020 ◽

Author(s):

Zichuan Ni ◽

Ying Yang ◽

Xianchao Xiu

Keyword(s):

Kalman Filter ◽

Extended Kalman Filter ◽

Short Term Memory ◽

State Of Charge ◽

Term Memory ◽

Battery State Of Charge ◽

Memory Network ◽

Long Short Term Memory ◽

State Of Charge Estimation

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