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1,405 Results Found

  • Article
  • Open Access
167 Citations
28,138 Views
16 Pages

A Generalized SOC-OCV Model for Lithium-Ion Batteries and the SOC Estimation for LNMCO Battery

  • Caiping Zhang,
  • Jiuchun Jiang,
  • Linjing Zhang,
  • Sijia Liu,
  • Leyi Wang and
  • Poh Chiang Loh

1 November 2016

A state-of-charge (SOC) versus open-circuit-voltage (OCV) model developed for batteries should preferably be simple, especially for real-time SOC estimation. It should also be capable of representing different types of lithium-ion batteries (LIBs), r...

  • Review
  • Open Access
310 Citations
28,897 Views
23 Pages

Review on the Battery Model and SOC Estimation Method

  • Wenlu Zhou,
  • Yanping Zheng,
  • Zhengjun Pan and
  • Qiang Lu

20 September 2021

The accuracy of the power battery model and SOC estimation directly affects the vehicle energy management control strategy and the performance of the electric vehicle, which is of great significance to the efficient management of the battery and the...

  • Article
  • Open Access
9 Citations
1,777 Views
21 Pages

18 September 2023

The State of Charge (SOC) is a crucial parameter in battery management systems, making accurate estimation of SOC essential for adjusting control strategies in automotive energy management and ensuring the performance of electric vehicles. In order t...

  • Article
  • Open Access
666 Views
23 Pages

8 November 2025

To achieve accurate estimates of a lithium-ion battery’s charge level (SOC) and health condition (SOH), this paper tackles key issues in battery management by introducing a framework built around an adaptive square root cubature Kalman filter (...

  • Feature Paper
  • Article
  • Open Access
9 Citations
6,342 Views
36 Pages

The purpose of this paper is to analyze the accuracy of three state of charge (SOC) estimators of a rechargeable Li-ion SAFT battery based on two accurate Li-ion battery models, namely a linear RC equivalent electrical circuit (ECM) and a nonlinear S...

  • Article
  • Open Access
2 Citations
1,530 Views
14 Pages

25 November 2024

Early SOC balancing techniques primarily centered on simple hardware circuit designs. Passive balancing circuits utilize resistors to consume energy, aiming to balance the SOC among batteries; however, this approach leads to considerable energy wasta...

  • Feature Paper
  • Article
  • Open Access
14 Citations
2,730 Views
20 Pages

Lead–Acid Battery SOC Prediction Using Improved AdaBoost Algorithm

  • Shuo Sun,
  • Qianli Zhang,
  • Junzhong Sun,
  • Wei Cai,
  • Zhiyong Zhou,
  • Zhanlu Yang and
  • Zongliang Wang

11 August 2022

Research on the state of charge (SOC) prediction of lead–acid batteries is of great importance to the use and management of batteries. Due to this reason, this paper proposes a method for predicting the SOC of lead–acid batteries based on the improve...

  • Brief Report
  • Open Access
435 Views
10 Pages

SOC-Dependent Compression of Lithium-Ion Battery Electrodes

  • Tom Schabenberger,
  • Axel Durdel,
  • Simon Kücher and
  • Andreas Jossen

22 November 2025

Young’s modulus is a key parameter to describe the compressive behavior of battery electrodes and is therefore frequently employed in mechanical models. In most studies, this property is determined using pristine electrodes. However, during ele...

  • Article
  • Open Access
56 Citations
11,706 Views
15 Pages

24 May 2013

This paper proposes a novel battery cell balancing topology with reduced component count and simplified control. The balancing algorithm is based on the state of charge (SOC) of each individual cell instead of cell voltage. The principle of the propo...

  • Feature Paper
  • Article
  • Open Access
6 Citations
3,212 Views
16 Pages

27 December 2022

Battery energy storage systems are widely used in energy storage microgrids. As the index of stored energy level of a battery, balancing the State-of-Charge (SoC) can effectively restrain the circulating current between battery cells. Compared with p...

  • Article
  • Open Access
289 Views
17 Pages

25 November 2025

Because of the problem that the traditional unscented Kalman filter algorithm (UKF) may terminate the iteration due to the non-positive definite error covariance matrix during state of charge (SOC) estimation of lithium-ion battery, considering the u...

  • Article
  • Open Access
2 Citations
1,021 Views
24 Pages

19 December 2024

Accurate estimation of the state of charge (SOC) of lithium batteries is critical for the safe and optimal operation of battery management systems (BMSs). Traditional SOC estimation methods are often limited by model inaccuracy and noise interference...

  • Article
  • Open Access
5 Citations
5,649 Views
16 Pages

19 April 2020

To mitigate global warming caused by vehicles, emission regulations have been implemented for all automobiles. Hybrid electric vehicles (HEVs) are being designed to meet consumer demand for eco-friendly vehicles that offer increased power and improve...

  • Article
  • Open Access
18 Citations
4,212 Views
18 Pages

Optimal SoC Balancing Control for Lithium-Ion Battery Cells Connected in Series

  • Chi Nguyen Van,
  • Thuy Nguyen Vinh,
  • Minh-Duc Ngo and
  • Seon-Ju Ahn

16 May 2021

The optimal state of charge (SoC) balancing control for series-connected lithium-ion battery cells is presented in this paper. A modified SoC balancing circuit for two adjacent cells, based on the principle of a bidirectional Cuk converter, is propos...

  • Article
  • Open Access
10 Citations
6,259 Views
15 Pages

17 March 2017

This paper used a Vanadium Redox flow Battery (VRB) as the storage battery and designed a two-stage topology of a VRB energy storage system in which a phase-shifted full bridge dc-dc converter and three-phase inverter were used, considering the low t...

  • Article
  • Open Access
7 Citations
9,242 Views
17 Pages

A triple polarization (TP) model is proposed based on the second-order RC hysteresis equivalent circuit model, in order to more precisely reflect the dynamic and static characteristics of a LiFePO4 (LFP) battery, considering the long relaxation time...

  • Article
  • Open Access
5 Citations
1,745 Views
22 Pages

28 August 2024

The state of charge (SOC) is a core parameter in the battery management system for LMFP batteries. Accurate SOC estimation is crucial for ensuring the safety and reliability of energy storage applications and new energy vehicles. In order to achieve...

  • Article
  • Open Access
10 Citations
4,407 Views
25 Pages

A Model-Based Strategy for Active Balancing and SoC and SoH Estimations of an Automotive Battery Management System

  • Lorenzo Breglio,
  • Arcangelo Fiordellisi,
  • Giovanni Gasperini,
  • Giulio Iodice,
  • Denise Palermo,
  • Manuela Tufo,
  • Fabio Ursumando and
  • Agostino Mele

7 August 2024

This paper presents a novel integrated control architecture for automotive battery management systems (BMSs). The primary focus is on estimating the state of charge (SoC) and the state of health (SoH) of a battery pack made of sixteen parallel-connec...

  • Proceeding Paper
  • Open Access
2 Citations
1,733 Views
6 Pages

1 November 2024

This study aims to implement the digital twin of a Li-ion battery by using real measurement data and to create a deep learning-based SOC (state of charge) estimation solution. In the case of the SOC estimator, a special type of deep learning, so-call...

  • Article
  • Open Access
1,647 Views
17 Pages

Accurately obtaining the state of charge (SOC) and health (SOH) of all individual batteries in a battery pack can provide support for data acquisition, state estimation, and fault diagnosis. To verify the real-time performance and accuracy of the joi...

  • Article
  • Open Access
931 Views
19 Pages

SOC Balancing Control Strategy for Multiple Storage Units Based on Battery Life Degradation Characteristics

  • Guiquan Chen,
  • Xiangyang Xia,
  • Dan Lu,
  • Ting Ouyang,
  • Xiaoyue Zhao,
  • Nanlan Wang,
  • Naitong Liu,
  • Xianliang Luo and
  • Yichong Luo

29 August 2025

To resolve the issue of state of charge (SOC) inconsistency among energy storage units under traditional equal-power allocation strategies, this paper proposes a multi-unit SOC balancing control strategy based on battery life degradation characterist...

  • Article
  • Open Access
1 Citations
1,002 Views
20 Pages

26 January 2025

To enhance equalization efficiency and address the issue of traditional equalization methods overlooking temperature factors, this paper proposes a multilayer equalization circuit for both intra-group and inter-group balancing. The traditional Buck-B...

  • Article
  • Open Access
8 Citations
2,429 Views
14 Pages

Double-Layer SOC and SOH Equalization Scheme for LiFePO4 Battery Energy Storage System Using MAS Blackboard System

  • Zhongda Lu,
  • Qilong Wang,
  • Fengxia Xu,
  • Mingqing Fan,
  • Chuanshui Peng and
  • Shiwei Yan

18 July 2023

26650 LiFePO4 battery, as an ideal energy storage battery for the smart grid system, has the shortcomings of fast aging speed and large dispersion of aging trend, which is the reason for accelerating the 26650 battery system aging. However, it is not...

  • Article
  • Open Access
7 Citations
2,705 Views
26 Pages

With the increasing use of lithium-ion (Li-ion) batteries in electric vehicles (EVs), accurately measuring the state of charge (SoC) has become crucial for ensuring battery reliability, performance, and safety. In addition, EVs operate in different e...

  • Article
  • Open Access
37 Citations
5,266 Views
16 Pages

10 March 2020

This paper deals with the state of charge (SoC) estimation of a lithium-ion battery pack (LiBP) connected by some cells in series and parallel. The voltage noise, noise and current bias of current through the LiBP are taken into account in the SoC es...

  • Article
  • Open Access
329 Views
24 Pages

26 November 2025

This paper introduces a novel Lithium-Ion Battery (LIB) State-of-Charge (SOC) estimation approach that integrates Akima–Savitzky–Golay curve reconstruction with a Bayesian-optimized, adaptive Extended Kalman Filter (EKF). The method addre...

  • Article
  • Open Access
161 Citations
28,158 Views
18 Pages

An Online SOC and SOH Estimation Model for Lithium-Ion Batteries

  • Shyh-Chin Huang,
  • Kuo-Hsin Tseng,
  • Jin-Wei Liang,
  • Chung-Liang Chang and
  • Michael G. Pecht

10 April 2017

The monitoring and prognosis of cell degradation in lithium-ion (Li-ion) batteries are essential for assuring the reliability and safety of electric and hybrid vehicles. This paper aims to develop a reliable and accurate model for online, simultaneou...

  • Review
  • Open Access
384 Citations
36,453 Views
33 Pages

SoC Estimation for Lithium-ion Batteries: Review and Future Challenges

  • Juan Pablo Rivera-Barrera,
  • Nicolás Muñoz-Galeano and
  • Henry Omar Sarmiento-Maldonado

Energy storage emerged as a top concern for the modern cities, and the choice of the lithium-ion chemistry battery technology as an effective solution for storage applications proved to be a highly efficient option. State of charge (SoC) represents t...

  • Review
  • Open Access
86 Citations
21,313 Views
37 Pages

18 January 2024

Lithium-ion batteries have revolutionized the portable and stationary energy industry and are finding widespread application in sectors such as automotive, consumer electronics, renewable energy, and many others. However, their efficiency and longevi...

  • Feature Paper
  • Article
  • Open Access
42 Citations
6,661 Views
23 Pages

Tabular Open Circuit Voltage Modelling of Li-Ion Batteries for Robust SOC Estimation

  • Sneha Sundaresan,
  • Bharath Chandra Devabattini,
  • Pradeep Kumar,
  • Krishna R. Pattipati and
  • Balakumar Balasingam

2 December 2022

Battery management systems depend on open circuit voltage (OCV) characterization for state of charge (SOC) estimation in real time. The traditional approach to OCV-SOC characterization involves collecting OCV-SOC data from sample battery cells and th...

  • Article
  • Open Access
145 Citations
23,010 Views
16 Pages

Extending Battery Lifetime by Avoiding High SOC

  • Evelina Wikner and
  • Torbjörn Thiringer

4 October 2018

The impact of ageing when using various State of Charge (SOC) levels for an electrified vehicle is investigated in this article. An extensive test series is conducted on Li-ion cells, based on graphite and NMC/LMO electrode materials. Lifetime cyclin...

  • Article
  • Open Access
4 Citations
2,274 Views
15 Pages

7 March 2023

Accuracy of battery charge status (SOC) estimation plays a significant role in the management of electric vehicle power batteries. However, recently, abrupt changes from SOC data often occurs in the actual operation of electric vehicles and some erro...

  • Article
  • Open Access
45 Citations
5,957 Views
12 Pages

A Battery SOC Estimation Method Based on AFFRLS-EKF

  • Ming Li,
  • Yingjie Zhang,
  • Zuolei Hu,
  • Ying Zhang and
  • Jing Zhang

24 August 2021

The lithium-ion battery is the key power source of a hybrid vehicle. Accurate real-time state of charge (SOC) acquisition is the basis of the safe operation of vehicles. In actual conditions, the lithium-ion battery is a complex dynamic system, and i...

  • Article
  • Open Access
35 Citations
4,524 Views
13 Pages

Stable and Accurate Estimation of SOC Using eXogenous Kalman Filter for Lithium-Ion Batteries

  • Qizhe Lin,
  • Xiaoqi Li,
  • Bicheng Tu,
  • Junwei Cao,
  • Ming Zhang and
  • Jiawei Xiang

1 January 2023

The state of charge (SOC) for a lithium-ion battery is a key index closely related to battery performance and safety with respect to the power supply system of electric vehicles. The Kalman filter (KF) or extended KF (EKF) is normally employed to est...

  • Article
  • Open Access
3 Citations
1,269 Views
23 Pages

30 April 2025

Lithium batteries are widely used in fields such as engineering micro-machines, robotics, and transportation. However, safety issues caused by battery thermal runaway limit their further promotion. This study used a sealed heating pressure chamber (S...

  • Article
  • Open Access
5 Citations
2,835 Views
19 Pages

Case Study of Repeatability, Different Speeds, and Different SOCs on Battery Squeeze Test

  • Xutong Ren,
  • Jianfeng Wang,
  • Na Yang,
  • Mengyu Shi,
  • Fen Liu and
  • Fuqiang Wang

17 November 2022

This study aimed to achieve a clear understanding of the response characteristics of soft pack battery extrusion conditions under various situations. In this study, we chose a LiCoO2 battery as the research object of the extrusion experiment. First,...

  • Article
  • Open Access
47 Citations
4,258 Views
17 Pages

23 December 2022

The traditional ampere-hour (Ah) integration method ignores the influence of battery health (SOH) and considers that the battery capacity will not change over time. To solve the above problem, we proposed a joint SOH-SOC estimation model based on the...

  • Article
  • Open Access
12 Citations
3,224 Views
17 Pages

The Joint Estimation of SOC-SOH for Lithium-Ion Batteries Based on BiLSTM-SA

  • Lingling Wu,
  • Chao Chen,
  • Zhenhua Li,
  • Zhuo Chen and
  • Hao Li

Lithium-ion batteries are commonly employed in energy storage because of their extended service life and high energy density. This trend has coincided with the rapid growth of renewable energy and electric automobiles. However, as usage cycles increa...

  • Article
  • Open Access
22 Citations
3,384 Views
15 Pages

In order to reduce the time and improve the balancing speed of traditional single-layer inductive equalization circuits, this paper proposes an active equalization control strategy with double-layer inductors for series-connected battery packs, based...

  • Article
  • Open Access
29 Citations
9,650 Views
14 Pages

An accurate state of charge (SOC) estimation of the lithium iron phosphate battery (LiFePO4) is one of the most important functions for the battery management system (BMS) for electric vehicles (EVs) and energy storage systems (ESSs). However, an acc...

  • Article
  • Open Access
2 Citations
2,057 Views
23 Pages

Estimation of Lithium-Ion Battery SOC Based on IFFRLS-IMMUKF

  • Xianguang Zhao,
  • Tao Wang,
  • Li Li and
  • Yanqing Cheng

The state of charge (SOC) is a characteristic parameter that indicates the remaining capacity of electric vehicle batteries. It plays a significant role in determining driving range, ensuring operational safety, and extending the service life of batt...

  • Review
  • Open Access
276 Citations
20,032 Views
36 Pages

State of the Art of Lithium-Ion Battery SOC Estimation for Electrical Vehicles

  • Ruifeng Zhang,
  • Bizhong Xia,
  • Baohua Li,
  • Libo Cao,
  • Yongzhi Lai,
  • Weiwei Zheng,
  • Huawen Wang and
  • Wei Wang

11 July 2018

Sate of charge (SOC) accurate estimation is one of the most important functions in a battery management system for battery packs used in electrical vehicles. This paper focuses on battery SOC estimation and its issues and challenges by exploring diff...

  • Article
  • Open Access
98 Citations
12,509 Views
13 Pages

Comparison Study on the Battery SoC Estimation with EKF and UKF Algorithms

  • Hongwen He,
  • Hongzhou Qin,
  • Xiaokun Sun and
  • Yuanpeng Shui

30 September 2013

The battery state of charge (SoC), whose estimation is one of the basic functions of battery management system (BMS), is a vital input parameter in the energy management and power distribution control of electric vehicles (EVs). In this paper, two me...

  • Article
  • Open Access
7 Citations
1,984 Views
18 Pages

11 August 2023

The state of charge (SOC) plays a critical role in battery management systems. This paper discusses the stability of the nonlinear SOC observer based on the extended Kalman filter. The model characterizing the lithium-ion battery nonlinearity is the...

  • Article
  • Open Access
1 Citations
548 Views
17 Pages

Centralized SoC Balancing for Batteries with Droop-Controlled DC/DC Converters for Electric Aircraft

  • Elias Berschneider,
  • Bernhard Wagner,
  • Markus Meindl and
  • Bernd Eckardt

6 November 2025

In this article, an approach to balance the State of Charge (SoC) of two batteries connected to the DC bus of a fuel cell (FC) electric aircraft by Droop-controlled converters is described. The proposed algorithm is based on shifting the Droop refere...

  • Article
  • Open Access
10 Citations
6,086 Views
17 Pages

5 August 2022

In order to improve the estimation accuracy of the state of charge (SOC) of lithium iron phosphate power batteries for vehicles, this paper studies the prominent hysteresis phenomenon in the relationship between the state of charge and the open circu...

  • Article
  • Open Access
37 Citations
4,642 Views
19 Pages

11 July 2023

Lithium-ion batteries (LIBs) are widely used in electrical vehicles (EVs), but safety issues with LIBs still occur frequently. State of charge (SOC) and state of health (SOH) are two crucial parameters for describing the state of LIBs. However, due t...

  • Article
  • Open Access
17 Citations
8,704 Views
15 Pages

8 November 2016

This paper proposes a new DC output voltage control for a battery energy storage system (BESS) with a lithium-ion battery based on the state of charge (SoC). The proposed control scheme was verified through computer simulations for a typical stand-al...

  • Article
  • Open Access
665 Views
27 Pages

A Comparative Study of the DEKF and DUKF for Battery SOC and SOH Estimation

  • Arash Seifoddini,
  • Federico Miretti and
  • Daniela Anna Misul

5 November 2025

The accurate estimation of the state of charge (SOC) and state of health (SOH) is essential for the safety and reliability of electric vehicle batteries. Conventional single-state Kalman filters are prone to parameter drift caused by cell aging, whic...

  • Article
  • Open Access
8 Citations
2,626 Views
26 Pages

Accurate estimations of State-of-Charge (SOC) and State-of-Health (SOH) are crucial for ensuring the safe and efficient operation of lithium-ion batteries in Battery Management Systems (BMSs). This paper proposes a novel joint estimation method integ...

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