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A Model Predictive Controller with Adaptive Tuning Weights for Energy Management in Fuel Cell Hybrid Electric Vehicles
2024-06-21
会议录名称2024 IEEE TRANSPORTATION ELECTRIFICATION CONFERENCE AND EXPO (ITEC)
ISSN2377-5483
发表状态已发表
DOI10.1109/ITEC60657.2024.10598909
摘要

Fuel cell hybrid electric vehicles (FCHEVs) are recognized as a promising solution for vehicle electrification. However, the adoption of FCHEVs is relatively slow due to various factors such as the high cost of hydrogen and the limited lifespan of fuel cells. Therefore, effective energy management strategies are of great interest. Model predictive control (MPC) is widely employed to deal with energy management in FCHEVs. However, conventional MPC often relies on subjective selection of control weights in the objective function and the performance may be compromised. This paper proposes an optimal weight adaptation method within the MPC framework to enhance its effectiveness. The weights in the objective function are dynamically adjusted online using a moving horizon. Optimization techniques are then applied to fine tune these weights. The effectiveness of the proposed MPC controller with adaptive tuning weights is validated under the UDDS drive cycle.

关键词Controllers Electric machine control Energy management Fuel cells Hybrid vehicles Predictive control systems Tuning Adaptive tuning Fuel cell hybrid electric vehicles High costs Lifespans Model predictive controllers Model-predictive control Objective functions Optimal weight Optimal weight adaptation Vehicle electrifications
会议名称2024 IEEE Transportation Electrification Conference and Expo, ITEC 2024
会议地点Chicago, IL, USA
会议日期19-21 June 2024
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收录类别EI
语种英语
出版者Institute of Electrical and Electronics Engineers Inc.
EI入藏号20243216848552
EI主题词Model predictive control
EI分类号432 Highway Transportation ; 525 Energy Management and Conversion ; 662.1 Automobiles ; 702.2 Fuel Cells ; 731.1 Control Systems ; 731.2 Control System Applications ; 732.1 Control Equipment
原始文献类型Conference article (CA)
来源库IEEE
文献类型会议论文
条目标识符https://kms.shanghaitech.edu.cn/handle/2MSLDSTB/408376
专题信息科学与技术学院_博士生
信息科学与技术学院_PI研究组_杨恒昭组
作者单位
1.RISE Research Institutes of Sweden, Bors, Sweden
2.ShanghaiTech University, Shanghai, China
推荐引用方式
GB/T 7714
Qian Xun,Qiuyu Li,Hengzhao Yang. A Model Predictive Controller with Adaptive Tuning Weights for Energy Management in Fuel Cell Hybrid Electric Vehicles[C]:Institute of Electrical and Electronics Engineers Inc.,2024.
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