Advancements in Battery Management Systems for Electric Vehicles: A MATLAB-Based Simulation of 4S3P Lithium-Ion Battery Packs

被引:1
|
作者
Tapaskar, Rakesh P. [1 ]
Revankar, Prashant P. [2 ]
Ganachari, Sharanabasava V. [3 ]
机构
[1] KLE Technol Univ, Dept Automat & Robot, Hubballi 580031, India
[2] KLE Technol Univ, Sch Mech Engn, Hubballi 580031, India
[3] KLE Technol Univ, Ctr Energy & Environm, Sch Adv Sci, Hubballi 580031, India
来源
WORLD ELECTRIC VEHICLE JOURNAL | 2024年 / 15卷 / 06期
关键词
electric vehicles; lithium-ion battery packs; battery management systems (BMS); MATLAB simulation; state of charge (SOC); state of health (SOH); e-mobility; computational intelligence; mathematical modelling; CHARGE ESTIMATION; STATE;
D O I
10.3390/wevj15060222
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
As electric vehicles (EVs) gain momentum in the shift towards sustainable transportation, the efficiency and reliability of energy storage systems become paramount. Lithium-ion batteries stand at the forefront of this transition, necessitating sophisticated battery management systems (BMS) to enhance their performance and lifespan. This research presents an innovative simulation of a 4S3P lithium-ion battery pack using MATLAB R2023b, designed to refine BMS capabilities by employing advanced mathematical modelling and computational intelligence. The simulation meticulously analyses critical operational metrics such as state of charge (SOC), state of health (SOH), temperature variations, and electrical behaviour under diverse load scenarios, offering deep insights into the intricate dynamics of lithium-ion batteries in EV applications. The results corroborate the simulation model's accuracy in reflecting actual battery pack performance and underscore significant improvements in BMS strategies, especially concerning predictive maintenance and adaptive charging techniques. By seamlessly integrating computational intelligence into BMS, this study lays the groundwork for more durable, efficient, and intelligent energy storage systems in electric vehicles, marking a significant stride in e-mobility technology.
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页数:26
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