A Multi-Objective Power Management Strategy for Multi-Stack Fuel Cell Systems Considering Consistency in Stack Performance

IF 5.4 2区 工程技术 Q2 ENERGY & FUELS IEEE Transactions on Energy Conversion Pub Date : 2025-03-19 DOI:10.1109/TEC.2025.3552799
Kun Chen;Ying Han;Yuan Liu;Yunsong Wu;Weirong Chen
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Abstract

For enhancing the economy and durability of the multi-stack fuel cells system (MFCS) under the long-term cycle conditions of hydrogen electric multiple units (HEMU), a multi-objective power management strategy is proposed considering the stack performance consistency. Firstly, an aging model of proton exchange membrane fuel cell (PEMFC) is established based on the steady-state and dynamic electrochemical surface area (ECSA) model. To update the output characteristic curves and hydrogen consumption curves of PEMFCs in real-time, an online estimation method is employed based on an improved particle filter (PF) algorithm. Building upon this, an adaptive multi-objective optimal control model is established, incorporating MFCS performance consistency and real-time hydrogen consumption, to balance the operational economic efficiency and aging performance consistency of MFCS. To solve the optimal power distribution problem, the variable-order adaptive Legendre–Gauss–Radau orthogonal collocation method is applied, utilizing the GPOPS toolbox. The research findings demonstrate that the proposed method significantly reduces hydrogen consumption compared to the equalization distribution method, mitigates power fluctuations in poorly durable stacks, and promotes convergence of stack aging, effectively extending the system's lifespan.
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考虑堆性能一致性的多堆燃料电池系统多目标功率管理策略
为了提高氢电多机组(HEMU)长周期工况下多堆燃料电池系统(MFCS)的经济性和耐久性,提出了一种考虑堆性能一致性的多目标功率管理策略。首先,建立了基于稳态和动态电化学表面积(ECSA)模型的质子交换膜燃料电池(PEMFC)老化模型。为了实时更新pemfc的输出特性曲线和耗氢曲线,采用了一种基于改进粒子滤波(PF)算法的在线估计方法。在此基础上,建立了考虑MFCS性能一致性和实时耗氢量的自适应多目标最优控制模型,以平衡MFCS运行经济效率和老化性能一致性。为了解决最优功率分配问题,利用GPOPS工具箱,采用变阶自适应legende - gauss - radau正交配置法。研究结果表明,与均衡分配方法相比,该方法显著降低了氢耗,减轻了耐久性差的堆的功率波动,促进了堆老化的收敛,有效延长了系统的寿命。
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来源期刊
IEEE Transactions on Energy Conversion
IEEE Transactions on Energy Conversion 工程技术-工程:电子与电气
CiteScore
11.10
自引率
10.20%
发文量
230
审稿时长
4.2 months
期刊介绍: The IEEE Transactions on Energy Conversion includes in its venue the research, development, design, application, construction, installation, operation, analysis and control of electric power generating and energy storage equipment (along with conventional, cogeneration, nuclear, distributed or renewable sources, central station and grid connection). The scope also includes electromechanical energy conversion, electric machinery, devices, systems and facilities for the safe, reliable, and economic generation and utilization of electrical energy for general industrial, commercial, public, and domestic consumption of electrical energy.
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