Research on operation cost minimization online energy management strategy for fuel cell hybrid passenger vehicles

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Research on operation cost minimization online energy management strategy for fuel cell hybrid passenger vehicles

Song, Dafeng / Wu, Qingtao / Yang, Dongpo / Zeng, Xiaohua / Qian, Qifeng / Zhang, Xuanming

The excellent fuel economy of fuel cell passenger vehicles has facilitated its applications. However, high operation costs including economic costs and degradation costs of power source make it uncompetitive. To minimize total operating costs, a new operation cost minimization online energy management strategy (OCMO-EMS) combining dynamic programming (DP) with control rule extraction is proposed in this work. Firstly, both the hydrogen consumption and degradation of power source are incorporated into multi-objective cost function, an improved DP is introduced to generate the globally optimal results. Then, for online application of globally optimal results, a new control rule extraction method that combines fixed thresholds with local working probability is raised. This method effectively extracts control rules to obtain near-optimal result and reduce calibration workload. In the end, offline and hardware in loop (HIL) simulations are carried out on China Light-duty vehicle Test Cycle-Passenger (CLTC_P). Compared with the power-following strategy, the OCMO-EMS reduces the total operating costs by 22.6%. Meanwhile, the total costs difference between DP and OCMO-EMS are within 4%. The HIL results are consistent with offline simulation. Therefore, the strategy proposed in this work can served as a theoretically reference for EMS design of fuel cell passenger vehicles.