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Stochastic MPC for Optimal Energy Management Strategy of Hybrid Vehicle performing ACC with StopGo maneuvers

机译:随机MPC,用于混合动力车辆的最佳能量管理策略,携带ACC与STOP&GO MANEUVERS执行ACC

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In urban zones, vehicles are often subject to multiple starts and stops, due mainly to different traffic conditions which are highly energy consuming. This paper investigates the problem of optimal energy management in a Plug-in Hybrid Electric Bus (PHEB) in urban environment for the purpose of energy consumption minimization. Hereby an original control architecture is proposed which comprises an Adaptive Cruise Control with Stop&Go (ACCwSG) control system and stochastic energy management strategy. To this end, first, an ACCwSG maneuvers has been developed with the aim of maintaining an inter-vehicular distance that ensures safety, as well as providing passenger comfort by generating smooth velocity profiles. Secondly, a Stochastic Model Predictive Control (SMPC) has been developed to optimize PHEB power split. Power demand is addressed as a Markov Decision Process (MDP). To prove the efficiency of the proposed strategy, it is compared with a deterministic rule based method. The obtained results demonstrate the reduction of the energy consumption in average around 13%. The present work is conducted on a dedicated high-fidelity dynamical model of the hybrid bus that was developed on MATLAB/TruckMaker software.
机译:在城市区域,车辆通常受到多次开始和停止的影响,主要是由于具有高能量消耗的不同交通状况。本文研究了城市环境中的插件混合动力电动总线(PHEB)中最佳能源管理的问题,以实现能耗最小化。由此提出了一种原始控制架构,其包括具有停止和转移(ACCWSG)控制系统和随机能量管理策略的自适应巡航控制。为此,首先,已经开发了ACCWSG操作,其目的是维持确保安全性的跨距距离,以及通过产生光滑的速度剖面来提供乘客舒适度。其次,开发了一种随机模型预测控制(SMPC)以优化Pheb Power Split。电力需求被解决为Markov决策过程(MDP)。为了证明所提出的策略的效率,将其与基于确定的规则的方法进行比较。获得的结果表明,平均值降低了能量消耗约为13%。目前的作品是在Matlab / Truckmaker软件上开发的混合动力总线的专用高保真动态模型。

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