Battery thermal management strategy for electric vehicles based on nonlinear model predictive control

电池(电) 模型预测控制 控制理论(社会学) 汽车工程 工程类 内阻 非线性系统 非线性规划 行驶循环 温度控制 电动汽车 功率(物理) 计算机科学 控制工程 控制(管理) 人工智能 物理 量子力学
作者
Yan Ma,Hao Ding,Hongyuan Mou,Jinwu Gao
出处
期刊:Measurement [Elsevier BV]
卷期号:186: 110115-110115 被引量:41
标识
DOI:10.1016/j.measurement.2021.110115
摘要

As the temperature has a great effect on the cycle life and capacity of power battery on electric vehicles (EVs), a practical battery thermal management (BTM) strategy is required to adjust the battery temperature within an appropriate range and reduce the temperature inconsistency in the battery module. To achieve the multiple objectives, a nonlinear model predictive control (NMPC) method is proposed to optimize the cooling process of battery module. Firstly, a lumped thermal model of single lithium-ion battery under air cooling is presented, which considers the change of internal resistance with temperature and the change of heat transfer coefficient with coolant velocity. Considering the temperature inconsistency in the battery module, a thermal model of the battery module is derived based on the law of conservation of energy and verified. Due to the nonlinearity, time-varying parameters and multiple constraints of the thermal management system, the NMPC method is designed. Particle swarm optimization is used to solve the nonlinear programming problem in NMPC method. The simulation results show that the NMPC method ensures that the battery works near the target temperature under different working conditions, the deviation is less than 0.5 K, and the temperature inconsistency in the battery module is less than 1.2 K. In addition, compared with the PID method, the air flow consumption is effectively reduced.
最长约 10秒,即可获得该文献文件

科研通智能强力驱动
Strongly Powered by AbleSci AI
科研通是完全免费的文献互助平台,具备全网最快的应助速度,最高的求助完成率。 对每一个文献求助,科研通都将尽心尽力,给求助人一个满意的交代。
实时播报
刚刚
2秒前
2秒前
2秒前
乐乐应助龙华之士采纳,获得10
2秒前
醒醒完成签到,获得积分20
3秒前
3秒前
禾苗完成签到 ,获得积分10
4秒前
4秒前
1111发布了新的文献求助10
4秒前
沐允贤发布了新的文献求助10
4秒前
传奇3应助BaekHyun采纳,获得10
5秒前
5秒前
hhh发布了新的文献求助10
5秒前
zhangxinan完成签到,获得积分10
6秒前
Jasper应助张大力采纳,获得10
6秒前
沉静从阳完成签到,获得积分10
6秒前
丘比特应助小刚采纳,获得50
6秒前
归尘发布了新的文献求助30
7秒前
wangdong发布了新的文献求助30
7秒前
7秒前
8秒前
8秒前
汉堡包应助窦乐安采纳,获得30
8秒前
8秒前
9秒前
沉静从阳发布了新的文献求助10
11秒前
Lin完成签到,获得积分10
11秒前
hhh发布了新的文献求助10
12秒前
QI完成签到 ,获得积分10
12秒前
阔达听寒给阔达听寒的求助进行了留言
12秒前
1111完成签到,获得积分10
13秒前
li发布了新的文献求助10
14秒前
肥美的醉鸭完成签到,获得积分10
14秒前
14秒前
星辰大海应助黄建雨采纳,获得10
16秒前
16秒前
VDC应助嘉嘉采纳,获得30
17秒前
日川冈坂完成签到 ,获得积分10
18秒前
苏卿应助长情的千风采纳,获得10
18秒前
高分求助中
Production Logging: Theoretical and Interpretive Elements 2700
Conference Record, IAS Annual Meeting 1977 1250
Neuromuscular and Electrodiagnostic Medicine Board Review 1000
APA educational psychology handbook, Vol 1: Theories, constructs, and critical issues 700
An Annotated Checklist of Dinosaur Species by Continent 500
岡本唐貴自伝的回想画集 500
Distinct Aggregation Behaviors and Rheological Responses of Two Terminally Functionalized Polyisoprenes with Different Quadruple Hydrogen Bonding Motifs 450
热门求助领域 (近24小时)
化学 材料科学 医学 生物 工程类 有机化学 物理 生物化学 纳米技术 计算机科学 化学工程 内科学 复合材料 物理化学 电极 遗传学 量子力学 基因 冶金 催化作用
热门帖子
关注 科研通微信公众号,转发送积分 3652029
求助须知:如何正确求助?哪些是违规求助? 3216197
关于积分的说明 9711172
捐赠科研通 2924058
什么是DOI,文献DOI怎么找? 1601466
邀请新用户注册赠送积分活动 754190
科研通“疑难数据库(出版商)”最低求助积分说明 732987