A fuzzy compensation-Koopman model predictive control design for pressure regulation in proten exchange membrane electrolyzer

IF 3.7 3区 工程技术 Q2 ENGINEERING, CHEMICAL
Haokun Xiong, Lei Xie, Cheng Hu, Hongye Su
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引用次数: 0

Abstract

Proton exchange membrane (PEM) electrolyzer have attracted increasing attention from the industrial and researchers in recent years due to its excellent hydrogen production performance. Developing accurate models to predict their performance is crucial for promoting and accelerating the design and optimization of electrolysis systems. This work developed a Koopman model predictive control (MPC) method incorporating fuzzy compensation for regulating the anode and cathode pressures in a PEM electrolyzer. A PEM electrolyzer is then built to study pressure control and provide experimental data for the identification of the Koopman linear predictor. The identified linear predictors are used to design the Koopman MPC. In addition, the developed fuzzy compensator can effectively solve the Koopman MPC model mismatch problem. The effectiveness of the proposed method is verified through the hydrogen production process in PEM simulation.
蛋白质交换膜电解槽压力调节的模糊补偿- koopman模型预测控制设计
质子交换膜(PEM)电解槽由于其优异的制氢性能,近年来越来越受到工业界和学术界的关注。开发准确的模型来预测其性能对于促进和加速电解系统的设计和优化至关重要。本文提出了一种结合模糊补偿的Koopman模型预测控制(MPC)方法来调节PEM电解槽的阳极和阴极压力。然后建立一个PEM电解槽来研究压力控制,并为库普曼线性预测器的识别提供实验数据。将所识别的线性预测因子用于库普曼MPC的设计。此外,所开发的模糊补偿器可以有效地解决Koopman MPC模型失配问题。通过PEM制氢过程仿真验证了该方法的有效性。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
Chinese Journal of Chemical Engineering
Chinese Journal of Chemical Engineering 工程技术-工程:化工
CiteScore
6.60
自引率
5.30%
发文量
4309
审稿时长
31 days
期刊介绍: The Chinese Journal of Chemical Engineering (Monthly, started in 1982) is the official journal of the Chemical Industry and Engineering Society of China and published by the Chemical Industry Press Co. Ltd. The aim of the journal is to develop the international exchange of scientific and technical information in the field of chemical engineering. It publishes original research papers that cover the major advancements and achievements in chemical engineering in China as well as some articles from overseas contributors. The topics of journal include chemical engineering, chemical technology, biochemical engineering, energy and environmental engineering and other relevant fields. Papers are published on the basis of their relevance to theoretical research, practical application or potential uses in the industry as Research Papers, Communications, Reviews and Perspectives. Prominent domestic and overseas chemical experts and scholars have been invited to form an International Advisory Board and the Editorial Committee. It enjoys recognition among Chinese academia and industry as a reliable source of information of what is going on in chemical engineering research, both domestic and abroad.
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