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首页> 外文期刊>Intelligent Transportation Systems, IEEE Transactions on >Bus-Stop Control Strategies Based on Fuzzy Rules for the Operation of a Public Transport System
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Bus-Stop Control Strategies Based on Fuzzy Rules for the Operation of a Public Transport System

机译:基于模糊规则的公交系统停站控制策略

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摘要

In the daily operation of a bus system, the movement of vehicles is affected by uncertain conditions as the day progresses, such as traffic congestion, unexpected delays, randomness in passenger demand, irregular vehicle dispatching times, and incidents. In a real-time setting, researchers have devoted significant effort to developing flexible control strategies, depending on the specific features of public transport systems. In this paper, we propose a control scheme for the operation of a bus system running along a linear corridor, based on expert rules and fuzzy logic. The parameters of the fuzzy controllers were tuned through a particle swarm optimization (PSO) algorithm. That is, the control strategies aim at keeping regular headways between consecutive buses, with the objective of reducing the total waiting time of passengers. The proposed control systems rely on measures of the position of each bus, which are easy to obtain and implement by means of emerging automatic vehicle location devices through Global Positioning System (GPS) technology. The utilized strategies are holding, stop-skipping, and the integration of both. After tuning the controller parameters, we conducted several simulation tests, obtaining promising results in terms of savings in waiting times with the implementation of the proposed rules, noting that the best performance occurred when fuzzy rules are included. The methodology has great impact, and it is easy to implement due to its simplicity.
机译:在公共汽车系统的日常操作中,随着一天的进展,车辆的移动会受到不确定条件的影响,例如交通拥堵,意外延误,乘客需求随机性,不规则的车辆调度时间和事件。在实时环境中,研究人员已投入大量精力来开发灵活的控制策略,具体取决于公共交通系统的特定功能。在本文中,我们基于专家规则和模糊逻辑,提出了一种用于沿线性走廊运行的公交系统运行的控制方案。通过粒子群优化(PSO)算法对模糊控制器的参数进行了调整。即,控制策略旨在保持连续的公共汽车之间的规则车距,以减少乘客的总等待时间。所提出的控制系统依赖于每条总线的位置测量值,这些测量值很容易通过全球定位系统(GPS)技术通过新兴的自动车辆定位设备获得和实施。所采用的策略是保持,停止跳过以及两者的集成。在调整了控制器参数之后,我们进行了几次仿真测试,通过实施建议的规则,在节省等待时间方面获得了可喜的结果,并指出当包含模糊规则时,可以实现最佳性能。该方法具有巨大的影响,并且由于其简单性而易于实施。

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