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ShanghaiTech University Knowledge Management System
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)
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ISSN | 2377-5483 |
发表状态 | 已发表 |
DOI | 10.1109/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 |
URL | 查看原文 |
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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