A comprehensive review of battery modeling and state estimation approaches for advanced battery management systems

Y Wang, J Tian, Z Sun, L Wang, R Xu, M Li… - … and Sustainable Energy …, 2020 - Elsevier
With the rapid development of new energy electric vehicles and smart grids, the demand for
batteries is increasing. The battery management system (BMS) plays a crucial role in the …

A review of lithium-ion battery state of charge estimation and management system in electric vehicle applications: Challenges and recommendations

MA Hannan, MSH Lipu, A Hussain… - … and Sustainable Energy …, 2017 - Elsevier
Due to increasing concerns about global warming, greenhouse gas emissions, and the
depletion of fossil fuels, the electric vehicles (EVs) receive massive popularity due to their …

State-of-charge estimation of LiFePO4 batteries in electric vehicles: A deep-learning enabled approach

J Tian, R **ong, W Shen, J Lu - Applied Energy, 2021 - Elsevier
State of charge (SOC) estimation constitutes a critical task of battery management systems.
Conventional SOC estimation methods designed for dynamic profiles have difficulties in …

Towards a smarter battery management system for electric vehicle applications: A critical review of lithium-ion battery state of charge estimation

MU Ali, A Zafar, SH Nengroo, S Hussain, M Junaid Alvi… - Energies, 2019 - mdpi.com
Energy storage system (ESS) technology is still the logjam for the electric vehicle (EV)
industry. Lithium-ion (Li-ion) batteries have attracted considerable attention in the EV …

Investigating the error sources of the online state of charge estimation methods for lithium-ion batteries in electric vehicles

Y Zheng, M Ouyang, X Han, L Lu, J Li - Journal of Power Sources, 2018 - Elsevier
Sate of charge (SOC) estimation is generally acknowledged as one of the most important
functions in battery management system for lithium-ion batteries in new energy vehicles …

A comprehensive review of state of charge estimation in lithium-ion batteries used in electric vehicles

V Selvaraj, I Vairavasundaram - Journal of Energy Storage, 2023 - Elsevier
In the recent era, Electric Vehicles (EVs) has been emerged as the top concern in the
automobile sector because of their eco-friendly nature. The application of Lithium-ion …

A review of lithium-ion battery state of charge estimation based on deep learning: Directions for improvement and future trends

Y Liu, Y He, H Bian, W Guo, X Zhang - Journal of Energy Storage, 2022 - Elsevier
With the rapid growth in productivity, the need for fossil has increased, spurring research
and development of new energy sources. In the automotive industry, the development of …

State-of-charge estimation of li-ion battery in electric vehicles: A deep neural network approach

DNT How, MA Hannan, MSH Lipu… - IEEE Transactions …, 2020 - ieeexplore.ieee.org
The state of charge (SOC) is a crucial parameter of a battery management system for Li-ion
batteries. The SOC indicates the amount of charge left in the battery of electric vehicles-akin …

State of the art of lithium-ion battery SOC estimation for electrical vehicles

R Zhang, B **a, B Li, L Cao, Y Lai, W Zheng, H Wang… - Energies, 2018 - mdpi.com
Sate of charge (SOC) accurate estimation is one of the most important functions in a battery
management system for battery packs used in electrical vehicles. This paper focuses on …

A comparative study of different equivalent circuit models for estimating state-of-charge of lithium-ion batteries

X Lai, Y Zheng, T Sun - Electrochimica Acta, 2018 - Elsevier
An appropriate model is a prerequisite for accurate state-of-charge (SOC) estimation. The
widely used equivalent circuit models (ECMs) employ a variety of forms; thus, to find the …