State of charge estimation for lithium-ion batteries using model-based and data-driven methods: A review

DNT How, MA Hannan, MSH Lipu, PJ Ker - Ieee Access, 2019 - ieeexplore.ieee.org
Lithium-ion battery is an appropriate choice for electric vehicle (EV) due to its promising
features of high voltage, high energy density, low self-discharge and long lifecycles. The …

Deep deterministic policy gradient-DRL enabled multiphysics-constrained fast charging of lithium-ion battery

Z Wei, Z Quan, J Wu, Y Li, J Pou… - IEEE Transactions on …, 2021 - ieeexplore.ieee.org
Fast charging is an enabling technique for the large-scale penetration of electric vehicles.
This article proposes a knowledge-based, multiphysics-constrained fast charging strategy …

Machine learning approaches in battery management systems: State of the art: Remaining useful life and fault detection

RR Ardeshiri, B Balagopal, A Alsabbagh… - 2020 2nd IEEE …, 2020 - ieeexplore.ieee.org
Lithium-ion battery packs have been widely applied in many high-power applications which
need battery management system (BMS), such as electric vehicles (EVs) and smart grids …

Lithium-ion battery charging management considering economic costs of electrical energy loss and battery degradation

K Liu, X Hu, Z Yang, Y Xie, S Feng - Energy conversion and management, 2019 - Elsevier
Technical challenges facing the development of battery economic charging for energy
management arise from various contradictory objectives, immeasurable internal states, and …

Integrating physics-based modeling with machine learning for lithium-ion batteries

H Tu, S Moura, Y Wang, H Fang - Applied energy, 2023 - Elsevier
Mathematical modeling of lithium-ion batteries (LiBs) is a primary challenge in advanced
battery management. This paper proposes two new frameworks to integrate physics-based …

Classification and review of the charging strategies for commercial lithium-ion batteries

Y Gao, X Zhang, Q Cheng, B Guo, J Yang - Ieee Access, 2019 - ieeexplore.ieee.org
The growing demand for lithium-ion (Li-ion) battery in electric vehicles has expedited the
need for new optimal charging approaches to improve the speed and reliability of the …

Electrochemical estimation and control for lithium-ion battery health-aware fast charging

C Zou, X Hu, Z Wei, T Wik… - IEEE Transactions on …, 2017 - ieeexplore.ieee.org
Fast charging strategies have gained an increasing interest toward the convenience of
battery applications but may unduly degrade or damage the batteries. To harness these …

Optimal charging control for lithium-ion battery packs: A distributed average tracking approach

Q Ouyang, Z Wang, K Liu, G Xu… - IEEE Transactions on …, 2019 - ieeexplore.ieee.org
Effective lithium-ion battery pack charging is of extreme importance for accelerating electric
vehicle development. This article derives an optimal charging control strategy with a leader …

BattX: An equivalent circuit model for lithium-ion batteries over broad current ranges

N Biju, H Fang - Applied Energy, 2023 - Elsevier
Advanced battery management is as important for lithium-ion battery systems as the brain is
for the human body. Its performance is based on the use of fast and accurate battery models …

Optimal multistage charging of NCA/graphite lithium-ion batteries based on electrothermal-aging dynamics

X Hu, Y Zheng, X Lin, Y Xie - IEEE Transactions on …, 2020 - ieeexplore.ieee.org
Lithium-ion (Li-ion) batteries have been extensively used in electric vehicles, portable
electronics, cell phones, and laptops. The charging protocol, as one of the most critical …