A comprehensive review on the state of charge estimation for lithium‐ion battery based on neural network

Z Cui, L Wang, Q Li, K Wang - International Journal of Energy …, 2022 - Wiley Online Library
Implementing carbon neutrality and emission peak policies requires a high‐level electric
vehicle field. Lithium‐ion batteries have been considered an essential component of electric …

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 …

State estimation for advanced battery management: Key challenges and future trends

X Hu, F Feng, K Liu, L Zhang, J Xie, B Liu - Renewable and Sustainable …, 2019 - Elsevier
Batteries are presently pervasive in portable electronics, electrified vehicles, and renewable
energy storage. These indispensable engineering applications are all safety-critical and …

An overview of electricity powered vehicles: Lithium-ion battery energy storage density and energy conversion efficiency

J Wen, D Zhao, C Zhang - Renewable Energy, 2020 - Elsevier
Electricity powered vehicles/Electric vehicles using renewable energy are becoming more
and more popular, since they have become an effective way to solve energy shortage, and …

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 …

A comprehensive review of available battery datasets, RUL prediction approaches, and advanced battery management

SA Hasib, S Islam, RK Chakrabortty, MJ Ryan… - Ieee …, 2021 - ieeexplore.ieee.org
Battery ensures power solutions for many necessary portable devices such as electric
vehicles, mobiles, and laptops. Owing to the rapid growth of Li-ion battery users, unwanted …

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 …

Deep learning approach towards accurate state of charge estimation for lithium-ion batteries using self-supervised transformer model

MA Hannan, DNT How, MSH Lipu, M Mansor, PJ Ker… - Scientific reports, 2021 - nature.com
Accurate state of charge (SOC) estimation of lithium-ion (Li-ion) batteries is crucial in
prolonging cell lifespan and ensuring its safe operation for electric vehicle applications. In …

State of health prediction of lithium-ion batteries based on machine learning: Advances and perspectives

X Shu, S Shen, J Shen, Y Zhang, G Li, Z Chen, Y Liu - Iscience, 2021 - cell.com
Accurate state of health (SOH) prediction is significant to guarantee operation safety and
avoid latent failures of lithium-ion batteries. With the development of communication and …

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 …