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 …

Oxygen loss in layered oxide cathodes for Li-ion batteries: mechanisms, effects, and mitigation

H Zhang, H Liu, LFJ Piper, MS Whittingham… - Chemical …, 2022 - ACS Publications
Layered lithium transition metal oxides derived from LiMO2 (M= Co, Ni, Mn, etc.) have been
widely adopted as the cathodes of Li-ion batteries for portable electronics, electric vehicles …

A review of SOH prediction of Li-ion batteries based on data-driven algorithms

M Zhang, D Yang, J Du, H Sun, L Li, L Wang, K Wang - Energies, 2023 - mdpi.com
As an important energy storage device, lithium-ion batteries (LIBs) have been widely used in
various fields due to their remarkable advantages. The high level of precision in estimating …

Advanced battery management strategies for a sustainable energy future: Multilayer design concepts and research trends

H Dai, B Jiang, X Hu, X Lin, X Wei, M Pecht - Renewable and Sustainable …, 2021 - Elsevier
Lithium-ion batteries are promising energy storage devices for electric vehicles and
renewable energy systems. However, due to complex electrochemical processes, potential …

Critical review on the battery state of charge estimation methods for electric vehicles

R **ong, J Cao, Q Yu, H He, F Sun - Ieee Access, 2017 - ieeexplore.ieee.org
Battery technology is the bottleneck of the electric vehicles (EVs). It is important, both in
theory and practical application, to do research on the modeling and state estimation of …

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

E Chemali, PJ Kollmeyer, M Preindl, A Emadi - Journal of Power Sources, 2018 - Elsevier
Abstract Accurate State of Charge (SOC) estimation is crucial to ensure the safe and reliable
operation of Li-ion batteries, which are increasingly being used in Electric Vehicles (EV) …

Long short-term memory networks for accurate state-of-charge estimation of Li-ion batteries

E Chemali, PJ Kollmeyer, M Preindl… - IEEE Transactions …, 2017 - ieeexplore.ieee.org
State of charge (SOC) estimation is critical to the safe and reliable operation of Li-ion battery
packs, which nowadays are becoming increasingly used in electric vehicles (EVs), Hybrid …

Critical review of the methods for monitoring of lithium-ion batteries in electric and hybrid vehicles

W Waag, C Fleischer, DU Sauer - Journal of Power Sources, 2014 - Elsevier
Lithium-ion battery packs in hybrid and pure electric vehicles are always equipped with a
battery management system (BMS). The BMS consists of hardware and software for battery …

Co-estimation of state of charge and state of health for lithium-ion batteries based on fractional-order calculus

X Hu, H Yuan, C Zou, Z Li… - IEEE Transactions on …, 2018 - ieeexplore.ieee.org
Lithium-ion batteries have emerged as the state-of-the-art energy storage for portable
electronics, electrified vehicles, and smart grids. An enabling Battery Management System …