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A Novel Taxi Dispatch System for Smart City

机译:一种新型的智慧城市出租车调度系统

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摘要

Taxis as a kind of public transit have been taken by citizens thousands of times every day in urban areas. However, it is economically inefficient for vacant taxis to randomly cruise around to seek for passengers. In this paper, we propose a dynamic taxi dispatch system for smart city which dispatches routes with high probability to encounter passengers for vacant taxis. In the system, a dynamic probabilistic model has been established, which considers the impact of time on passenger appearance and the effect of different vacant taxis traveling route on each other's pick-up probability. Specifically, a novel feedback system has been introduced in the system, which utilizes the information about where taxis pick up passengers to amend system probabilistic model. Moreover, extensive trace-driven simulations based on real digital map of Shanghai and historical data of over 2,000 taxis demonstrate the good performance of our system.
机译:出租车每天都在城市地区成千上万次被市民乘坐,这是一种公共交通。然而,闲置的出租车随机地巡游以寻找乘客在经济上是低效的。在本文中,我们提出了一种用于智慧城市的动态出租车调度系统,该系统可以在空出租车的情况下高概率地调度路线。在该系统中,建立了一个动态概率模型,该模型考虑了时间对乘客出行的影响以及不同的空出租车行驶路线对彼此接机概率的影响。具体而言,系统中引入了一种新颖的反馈系统,该系统利用有关出租车在何处接载乘客的信息来修改系统概率模型。此外,基于真实的上海数字地图和超过2,000辆出租车的历史数据进行的大量跟踪驱动模拟,证明了我们系统的良好性能。

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