Empty Vehicle Redistribution with Time Windows in Autonomous Taxi Systems

T. Babicheva, Matej Cebecauer, D. Barth, W. Burghout, L. Kloul
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引用次数: 2

Abstract

In this article, we investigate empty vehicle redistribution algorithms with time windows for personal rapid transit or autonomous station-based taxi services, from a passenger service perspective. We present an Index Based Redistribution Time Limited algorithm that improves upon existing algorithms by incorporating expected passenger arrivals and predicted waiting times limitations. We evaluate 17 variations of algorithms on a test case in Stockholm, Sweden. The results show that the combination of Send The Nearest and Index Based Redistribution Time Limited algorithms provides promising results for both Poisson arrivals and real demand, outperforming the other tested methods, in terms of passenger waiting time and number of passengers not served within their time windows.
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自动驾驶出租车系统中具有时间窗的空车再分配
在本文中,我们从乘客服务的角度,研究了个人快速交通或自动车站出租车服务中带时间窗口的空车再分配算法。我们提出了一种基于索引的重新分配时间限制算法,该算法通过结合预期乘客到达和预测等待时间限制来改进现有算法。我们在瑞典斯德哥尔摩的一个测试用例中评估了17种算法的变化。结果表明,结合发送最近的和基于索引的重新分配时间限制算法在泊松到达和实际需求方面都有很好的结果,在乘客等待时间和未在时间窗口内服务的乘客数量方面优于其他测试方法。
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