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首页> 外文期刊>Journal of Cleaner Production >Optimized predictive energy management of plug-in hybrid electric vehicle based on traffic condition
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Optimized predictive energy management of plug-in hybrid electric vehicle based on traffic condition

机译:根据交通状况优化插电式混合动力汽车的预测能源管理

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Reduction of fuel consumption (FC) and emissions are an indispensable part of automotive industry in recent years, which caused Plug-in Hybrid electric Vehicle (PHEV) be taken into consideration. The main objective of this paper is developing a predictive optimized control strategy based on traffic condition prediction for minimizing FC and emissions. For this purpose, initially traffic condition is predicted by utilizing driving cycle classification based on its specifications. Then, control strategy based on fuzzy logic controller (FLC) is developed for various driving conditions which their membership function (MF) parameters and rules are tuned by employing genetic algorithm (GA). In the next step, by recognition and prediction of upcoming traffic condition, control strategy is switched between optimized FLCs to enhance the optimal power split between sources and manage the internal combustion engine (ICE) to work in the vicinity of its optimal condition. Finally, the effects of control strategy, mass and aerodynamic parameters on PHEV performance and energy usage of components are investigated. Simulation results indicate that proposed approach in real world driving condition reduces emissions and FC significantly. (C) 2016 Published by Elsevier Ltd.
机译:近年来,减少燃料消耗(FC)和排放是汽车行业不可或缺的一部分,这导致了考虑插入式混合动力电动汽车(PHEV)的发展。本文的主要目的是开发一种基于交通状况预测的预测性优化控制策略,以最大程度地减少FC和排放。为此,首先通过利用基于其规格的驾驶周期分类来预测交通状况。然后,针对各种行驶工况,提出了基于模糊逻辑控制器(FLC)的控制策略,通过遗传算法(GA)对隶属函数(MF)的参数和规则进行调整。下一步,通过识别和预测即将到来的交通状况,在优化的FLC之间切换控制策略,以增强动力源之间的最佳功率分配,并管理内燃机(ICE)在其最佳状况附近工作。最后,研究了控制策略,质量和空气动力学参数对插电式混合动力汽车性能和部件能耗的影响。仿真结果表明,所提出的方法在实际驾驶条件下可显着降低排放和FC。 (C)2016由Elsevier Ltd.出版

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