Prognostics-based Energy Management in Fuel Cell Hybrid Electric Vehicle Considering RUL Uncertainty

Meiling Yue, S. Jemei, N. Zerhouni
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引用次数: 2

Abstract

PEM Fuel cells, characterized by low operating temperature, fast response, high energy density and high efficiency, have found their place in automotive applications. However, the durability of on-board fuel cells is facing challenges. Aiming at improving system durability and reliability, prognostics and health management, as a smart manufacturing discipline, have been applied to monitor the system health state and protect the system integrity. This paper proposes to combine prognostics when developing energy management strategies for fuel cell electric vehicles, which is used to assess and predict the fuel cell performance. This paper has also considered the uncertainties of the prognostics results and a prognostics-enabled decision-making process is designed as the post-prognostics process to perform energy management in a fuel cell hybrid electric vehicle.
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考虑规则不确定性的燃料电池混合动力汽车能量预测管理
PEM燃料电池具有工作温度低、响应速度快、能量密度高、效率高等特点,已在汽车领域得到广泛应用。然而,车载燃料电池的耐久性面临着挑战。为了提高系统的耐久性和可靠性,预测与健康管理作为一门智能制造学科,被用于监控系统的健康状态,保护系统的完整性。本文提出在制定燃料电池电动汽车的能量管理策略时,将预测结合起来,用于评估和预测燃料电池的性能。本文还考虑了预测结果的不确定性,设计了基于预测的决策过程作为燃料电池混合动力汽车能量管理的后预测过程。
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