Data-driven state-of-charge estimation of the Panasonic 18650PF Li-ion cell using deep forward neural networks

Mapping Intimacies ◽

10.1109/induscon51756.2021.9529774 ◽

2021 ◽

Author(s):

Alexandre B. de Lima ◽

Mauricio B. C. Salles ◽

Jose Roberto Cardoso

Keyword(s):

Neural Networks ◽

State Of Charge ◽

Data Driven ◽

Li Ion ◽

State Of Charge Estimation

Download Full-text

Robust state-of-charge estimation of Li-ion batteries based on multichannel convolutional and bidirectional recurrent neural networks

Applied Soft Computing ◽

10.1016/j.asoc.2021.108401 ◽

2022 ◽

pp. 108401

Author(s):

Chong Bian ◽

Shunkun Yang ◽

Jie Liu ◽

Enrico Zio

Keyword(s):

Neural Networks ◽

Recurrent Neural Networks ◽

State Of Charge ◽

Li Ion Batteries ◽

Li Ion ◽

State Of Charge Estimation

Download Full-text

Neural Networks for State-of-Charge Estimation of Li-ion Batteries

2021 18th International Conference on Electrical Engineering/Electronics, Computer, Telecommunications and Information Technology (ECTI-CON) ◽

10.1109/ecti-con51831.2021.9454856 ◽

2021 ◽

Author(s):

Shixi Hou ◽

Yuzhuang Qian ◽

Zhouhe Zhang ◽

Jienan Han

Keyword(s):

Neural Networks ◽

State Of Charge ◽

Li Ion Batteries ◽

Li Ion ◽

State Of Charge Estimation

Download Full-text

State-of-Charge Estimation of Li-ion Batteries Based on A Hybrid Model Using Nonlinear Autoregressive Exogenous Neural Networks

2018 IEEE PES Asia-Pacific Power and Energy Engineering Conference (APPEEC) ◽

10.1109/appeec.2018.8566627 ◽

2018 ◽

Author(s):

Yuxiang Zhang ◽

Chunyu Zhao ◽

Senlin Zhu

Keyword(s):

Neural Networks ◽

Hybrid Model ◽

State Of Charge ◽

Li Ion Batteries ◽

Li Ion ◽

Nonlinear Autoregressive ◽

State Of Charge Estimation

Download Full-text

State-of-charge estimation of Li-ion batteries using deep neural networks: A machine learning approach

Journal of Power Sources ◽

10.1016/j.jpowsour.2018.06.104 ◽

2018 ◽

Vol 400 ◽

pp. 242-255 ◽

Cited By ~ 87

Author(s):

Ephrem Chemali ◽

Phillip J. Kollmeyer ◽

Matthias Preindl ◽

Ali Emadi

Keyword(s):

Machine Learning ◽

Neural Networks ◽

Deep Neural Networks ◽

State Of Charge ◽

Learning Approach ◽

Li Ion Batteries ◽

Machine Learning Approach ◽

Li Ion ◽

State Of Charge Estimation

Download Full-text

Experimental Data-Driven Parameter Identification and State of Charge Estimation for a Li-Ion Battery Equivalent Circuit Model

Energies ◽

10.3390/en11051033 ◽

2018 ◽

Vol 11 (5) ◽

pp. 1033 ◽

Cited By ~ 3

Author(s):

Hui Pang ◽

Fengqi Zhang

Keyword(s):

Experimental Data ◽

Parameter Identification ◽

Equivalent Circuit ◽

Equivalent Circuit Model ◽

Circuit Model ◽

State Of Charge ◽

Data Driven ◽

Li Ion Battery ◽

Li Ion ◽

State Of Charge Estimation

Download Full-text

An extended Kalman filter based data-driven method for state of charge estimation of Li-ion batteries

Journal of Energy Storage ◽

10.1016/j.est.2021.102655 ◽

2021 ◽

Vol 40 ◽

pp. 102655

Author(s):

Xingtao Liu ◽

Kun Li ◽

Ji Wu ◽

Yao He ◽

Xintian Liu

Keyword(s):

Kalman Filter ◽

Extended Kalman Filter ◽

State Of Charge ◽

Data Driven ◽

Li Ion Batteries ◽

Li Ion ◽

State Of Charge Estimation

Download Full-text

State of Charge Estimation and State of Health Diagnostic Method Using Multilayer Neural Networks

2021 International Conference on Electronics, Information, and Communication (ICEIC) ◽

10.1109/iceic51217.2021.9369782 ◽

2021 ◽

Author(s):

Jong-Hyun Lee ◽

Hyun-Sil Kim ◽

In-Soo Lee

Keyword(s):

Neural Networks ◽

Diagnostic Method ◽

State Of Charge ◽

State Of Health ◽

Multilayer Neural Networks ◽

State Of Charge Estimation

Download Full-text

State of charge estimation based on improved Li-ion battery model using extended Kalman filter

2013 IEEE 8th Conference on Industrial Electronics and Applications (ICIEA) ◽

10.1109/iciea.2013.6566440 ◽

2013 ◽

Cited By ~ 1

Author(s):

Xiang Zhou ◽

Bingzhan Zhang ◽

Han Zhao ◽

Weixiang Shen ◽

Ajay Kapoor

Keyword(s):

Kalman Filter ◽

Extended Kalman Filter ◽

State Of Charge ◽

Li Ion Battery ◽

Battery Model ◽

Li Ion ◽

State Of Charge Estimation

Download Full-text

Enhancement in Li-Ion Battery Cell State-of-Charge Estimation Under Uncertain Model Statistics

IEEE Transactions on Vehicular Technology ◽

10.1109/tvt.2015.2492001 ◽

2016 ◽

Vol 65 (6) ◽

pp. 4608-4618 ◽

Cited By ~ 17

Author(s):

Menatalla Shehab El Din ◽

Mamoun F. Abdel-Hafez ◽

Ala A. Hussein

Keyword(s):

State Of Charge ◽

Li Ion Battery ◽

Battery Cell ◽

Cell State ◽

Uncertain Model ◽

Li Ion ◽

State Of Charge Estimation

Download Full-text

Hysteresis Compensation in State-of-Charge Estimation with a Nonlinear Double-Capacitor Li-Ion Battery Model

2021 American Control Conference (ACC) ◽

10.23919/acc50511.2021.9482791 ◽

2021 ◽

Author(s):

Hamidreza Movahedi ◽

Ning Tian ◽

Huazhen Fang ◽

Rajesh Rajamani

Keyword(s):

State Of Charge ◽

Li Ion Battery ◽

Hysteresis Compensation ◽

Battery Model ◽

Li Ion ◽

State Of Charge Estimation

Download Full-text