A Point Processes Approach to Bicycle Sharing Systems’ Design and Management

Rachele Foschi
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引用次数: 0

Abstract

Public bicycle systems have attracted a great deal of attention in recent years. The success of this service heavily depends on the topology of the city and on the locations of bike stations in relation to potential demand. In fact, it is primarily important that users find bike stations in convenient locations, sufficiently close both to the origins of their trips and to their destinations, and that each rental station guarantees the availability both of enough bicycles and of enough empty docking slots.

This paper proposes a point processes approach to the study of bike-sharing systems, allowing us to quantify and control parameters having a key role in decisions both of strategic and operational type.

Differently from previous studies, the point processes approach catches both the interdependence among the stations and the links between spatial and time aspects of the problem.

The application of point processes, in particular spatial mixed Poisson processes, to this field requires the statement and proof of an in-variance property of such processes under stochastic dependent transformations, that may be of interest also from a theoretical point of view.
共享单车系统设计与管理的点过程方法
近年来,公共自行车系统引起了人们的极大关注。这项服务的成功在很大程度上取决于城市的拓扑结构和与潜在需求相关的自行车站的位置。事实上,最重要的是,用户在方便的位置找到自行车站,离他们的出行起点和目的地足够近,每个租赁站都保证有足够的自行车和足够的空置泊位。本文提出了一种点过程方法来研究共享单车系统,使我们能够量化和控制在战略和运营类型决策中起关键作用的参数。与以往的研究不同,点过程方法既抓住了观测站之间的相互依存关系,也抓住了问题的空间和时间方面的联系。点过程,特别是空间混合泊松过程,在这一领域的应用,需要陈述和证明这些过程在随机相关变换下的方差特性,这也可能从理论的角度来看是有趣的。
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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