Hybrid methods using neural network and Kalman filter for the state of charge estimation of lithium‐ion battery

Z Cui, J Dai, J Sun, D Li, L Wang… - … Problems in Engineering, 2022 - Wiley Online Library
With the increasing carbon emissions worldwide, lithium‐ion batteries have become the
main component of energy storage systems for clean energy due to their unique …

Equalization of lithium-ion battery pack based on fuzzy logic control in electric vehicle

Y Ma, P Duan, Y Sun, H Chen - IEEE Transactions on Industrial …, 2018 - ieeexplore.ieee.org
A nondissipative equalization scheme based on fuzzy logic control (FLC) is presented to
improve the inconsistency of series-connected Lithium-ion batteries. The two-stage …

Online state of charge and model parameters estimation of the LiFePO4 battery in electric vehicles using multiple adaptive forgetting factors recursive least-squares

VH Duong, HA Bastawrous, KC Lim, KW See… - Journal of Power …, 2015 - Elsevier
This paper deals with the contradiction between simplicity and accuracy of the LiFePO 4
battery states estimation in the electric vehicles (EVs) battery management system (BMS) …

[PDF][PDF] Methods for lithium-based battery energy storage SOC estimation. Part I: Overview

M Hallmann, C Wenge, P Komarnicki… - Archives of Electrical …, 2022 - bibliotekanauki.pl
The use of lithium-ion battery energy storage (BES) has grown rapidly during the past year
for both mobile and stationary applications. For mobile applications, BES units are used in …

An information analysis based online parameter identification method for lithium-ion batteries in electric vehicles

R Guo, W Shen - IEEE Transactions on Industrial Electronics, 2023 - ieeexplore.ieee.org
This article proposes an information analysis-based multiple adaptive forgetting factors (FFs)
recursive least squares (IA-MAFF-RLS) method to identify model parameters of lithium-ion …

A novel fusion model for battery online state of charge (SOC) estimation

Y Li, G Xu, B Xu, Y Zhang - International Journal of Electrochemical …, 2021 - Elsevier
The state of charge (SOC) is a key parameter in battery management systems (BMSs). As an
indirect parameter, accurately estimating the SOC has been an area of interest in battery …

Equalization of series connected Lithium-ion battery based on state of charge in Electric Vehicle

D Peng, M Yan, C Yang, Z Fan… - 2018 13th World …, 2018 - ieeexplore.ieee.org
Battery equalization is the key technology in battery management system, and many
equalization circuits and arithmetics have been researched to improve equalization …

Battery management system with machine learning

M Hamid - 2024 - oparu.uni-ulm.de
Battery technologies are crucial in advancing sustainable energy storage and electric
mobility. This dissertation delves into State of Charge (SOC) estimation algorithms for …

A Discussion on a Feedback Mechanism of Estimated OCV in RLS Algorithm Based on Battery Equivalent Circuit Model

L Zhu, Z Sun, X Wei, H Dai - 2017 IEEE Vehicle Power and …, 2017 - ieeexplore.ieee.org
Open circuit voltage (OCV) is a critical value in the models of Lithium ion batteries and also
widely used in the battery modeling as well as state estimation in the battery management …

[PDF][PDF] Battery Management System with Machine Learning

V Belagiannis - oparu.uni-ulm.de
Battery technologies are crucial in advancing sustainable energy storage and electric
mobility. This dissertation delves into State of Charge (SOC) estimation algorithms for …