Fault-tolerant method of open-cathode PEMFC based on adaptive strong tracking Kalman filter combined with Hampel algorithm

IF 10.1 1区 工程技术 Q1 ENERGY & FUELS
Caizhi Zhang , Xingzi Yu , Hossain Md Rubel , Qi Li , Yuhui Sun , Shangfeng Jiang , Gucheng Wang
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引用次数: 0

Abstract

Control systems of open-cathode proton exchange membrane fuel cell (PEMFC) rely heavily on the stability of sensors, especially temperature control. Few targeted solutions have been developed for problems such as sensor data anomalies caused by sudden current and voltage changes during current pulses. This can cause the tracking trajectory in the temperature control system to deviate from the correct target trajectory and can easily lead to thermal runaway and severe damage to the stack. In this paper, a temperature fault-tolerant method based on Adaptive Strong Tracking Kalman Filter (ASTKF) is proposed, considering a series of problems such as the erroneous control caused by sensor failure and the strong nonlinearity of the system caused by external current loading. Combined with Hampel algorithm, the stability of the control system is improved effectively. The experimental data is used to verify that the sudden-change data and slow-change data caused by current pulses during system operation are well processed. Finally, the practical application scheme of the proposed fault-tolerant method is given. The proposed method can improve the accuracy, stability and real-time performance of the control system. The noise reduction and anti-interference ability of sensor data are significantly improved.
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来源期刊
Applied Energy
Applied Energy 工程技术-工程:化工
CiteScore
21.20
自引率
10.70%
发文量
1830
审稿时长
41 days
期刊介绍: Applied Energy serves as a platform for sharing innovations, research, development, and demonstrations in energy conversion, conservation, and sustainable energy systems. The journal covers topics such as optimal energy resource use, environmental pollutant mitigation, and energy process analysis. It welcomes original papers, review articles, technical notes, and letters to the editor. Authors are encouraged to submit manuscripts that bridge the gap between research, development, and implementation. The journal addresses a wide spectrum of topics, including fossil and renewable energy technologies, energy economics, and environmental impacts. Applied Energy also explores modeling and forecasting, conservation strategies, and the social and economic implications of energy policies, including climate change mitigation. It is complemented by the open-access journal Advances in Applied Energy.
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