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 …

Kalman filtering techniques for the online model parameters and state of charge estimation of the Li-ion batteries: A comparative analysis

M Hossain, ME Haque, MT Arif - Journal of Energy Storage, 2022 - Elsevier
The state of charge (SoC) is the most commonly used performance indicator of battery used
in various applications. A chronic erroneous estimation of battery SoC may result in constant …

A review of modeling, management, and applications of grid-connected Li-ion battery storage systems

M Rouholamini, C Wang, H Nehrir, X Hu… - … on Smart Grid, 2022 - ieeexplore.ieee.org
The intermittency of renewable energy sources makes the use of energy storage systems
(ESSs) indispensable in modern power grids for supply-demand balancing and reliability …

A comprehensive overview and comparison of parameter benchmark methods for lithium-ion battery application

J Peng, J Meng, J Wu, Z Deng, M Lin, S Mao… - Journal of Energy …, 2023 - Elsevier
To deal with the indeterminacy of the renewable energy in power system, electrochemical
energy storage system is a promising solution for improving the flexibility of grid. As lithium …

A comprehensive review of battery state of charge estimation techniques

MU Hassan, S Saha, ME Haque, S Islam… - Sustainable Energy …, 2022 - Elsevier
Battery energy storage systems are becoming an integral part of the modern power grid,
mainly to maximise the utilisation of renewable energy sources and negate the intermittence …

Battery energy storage models for optimal control

DM Rosewater, DA Copp, TA Nguyen, RH Byrne… - IEEE …, 2019 - ieeexplore.ieee.org
As batteries become more prevalent in grid energy storage applications, the controllers that
decide when to charge and discharge become critical to maximizing their utilization …

Data driven estimation of electric vehicle battery state-of-charge informed by automotive simulations and multi-physics modeling

M Ragone, V Yurkiv, A Ramasubramanian… - Journal of Power …, 2021 - Elsevier
Abstract State-of-charge (SOC) estimation in a lithium-ion battery (LIB) is a crucial task of the
battery management system (BMS) in battery electric vehicle (BEV) applications. In this …

State of art on state estimation: Kalman filter driven by machine learning

Y Bai, B Yan, C Zhou, T Su, X Jin - Annual Reviews in Control, 2023 - Elsevier
The Kalman filter (KF) is a popular state estimation technique that is utilized in a variety of
applications, including positioning and navigation, sensor networks, battery management …

Estimation of lithium-ion batteries state-condition in electric vehicle applications: issues and state of the art

K Laadjal, AJM Cardoso - Electronics, 2021 - mdpi.com
Lithium-ion batteries are the most used these days for charging electric vehicles (EV). It is
important to study the aging of batteries because the deterioration of their characteristics …

An electrical equivalent circuit model of a lithium titanate oxide battery

SS Madani, E Schaltz, S Knudsen Kær - Batteries, 2019 - mdpi.com
A precise lithium-ion battery model is required to specify their appropriateness for different
applications and to study their dynamic behavior. In addition, it is important to design an …