Pareto-Optimal Event-Based Scheme for Station and Inter-Station Control of Electric and Automated Buses

Cecilia Pasquale;Simona Sacone;Silvia Siri;Antonella Ferrara
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Abstract

This paper considers electric and automated buses required to follow a given line and respect a given timetable in an inter-city road. The main goal of this work is to design a control scheme in order to optimally decide, in real time, the speed profile of the bus along the line, as well as the dwell and charging times at stops. This must be done by accounting for the traffic conditions encountered in the road and by jointly minimizing the deviations from the timetable and the lack of energy in the bus battery compared with a desired level. For the resulting multi-objective optimal control problem a Pareto front analysis is performed in the paper, also considering a real test case. Relying on the analysis outcomes, an event-based control scheme is proposed, which allows, every time a bus reaches a stop, to find the most suitable Pareto-optimal solution depending on a set of state and scenario conditions referred to the expected departure time at stops, the predicted traffic conditions in the road and the state of charge of the bus battery. The performance of the proposed control scheme is tested on a real case study, thoroughly discussed in the paper.
基于帕累托最优事件的电动和自动公交车车站和站间控制方案
本文考虑的是在城市间道路上,电动公交车和自动驾驶公交车需要按照给定的线路行驶,并遵守给定的时间表。这项工作的主要目标是设计一种控制方案,以便实时优化公交车沿线的速度曲线以及在站点的停留和充电时间。要做到这一点,就必须考虑到道路上遇到的交通状况,同时尽量减少与时间表的偏差和公交车电池中能量不足的情况。对于由此产生的多目标最优控制问题,本文进行了帕累托前沿分析,并考虑了一个实际测试案例。根据分析结果,提出了一种基于事件的控制方案,该方案允许在公交车每次到达站点时,根据一组状态和场景条件(指站点的预计出发时间、道路的预测交通状况以及公交车电池的充电状态)找到最合适的帕累托最优解。本文在一个实际案例研究中对所提出的控制方案的性能进行了测试,并进行了详尽的讨论。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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