Balancing the stations of a self service "bike hire" system

نویسندگان

  • Mike Benchimol
  • Pascal Benchimol
  • Benoît Chappert
  • Arnaud de la Taille
  • Fabien Laroche
  • Frédéric Meunier
  • Ludovic Robinet
چکیده

This paper is motivated by operating self service transport systems that flourish nowadays. In cities where such systems have been set up with bikes, trucks travel to maintain a suitable number of bikes per station. It is natural to study a version of the C-delivery TSP defined by Chalasani and Motwani in which, unlike their definition, C is part of the input: each vertex v of a graph G = (V,E) has a certain amount xv of a commodity and wishes to have an amount equal to yv (we assume that ∑ v∈V xv = ∑ v∈V yv and all quantities are assumed to be integers); given a vehicle of capacity C, find a minimal route that balances all vertices, that is, that allows to have an amount yv of the commodity on each vertex v. This paper presents among other things complexity results, lower bounds, approximation algorithms, and a polynomial algorithm when G is a tree. Mathematics Subject Classification. ???, ??? 1. Self service “bike hire” systems In 2007, the bike world experienced a great event: the beginning of the Vélib’ system in Paris. Vélib’ is a self service bike hire system in which bikes are left at the free disposal of users throughout the whole city. Users can take a bike at any time and at any station and replace it at any time and at any station they want, under the conditions that there is bike at the starting station and a free place at the final station. Such systems already existed before Vélib’ but what made Vélib’ special is its size, which is largely bigger than previous systems of this kind : 1500 stations, almost 20000 bikes, more than 70000 travels each day. Very quickly, operating such a system has proved difficult. In addition to the servicing, which has to face a quite important number of intentional damages, the stations have to keep a good ratio between the total number of places and the number of bikes in each station (this target ratio is called in Paris “taux de November 15, 2010. 1 Université Paris Est, ENPC, 6-8 avenue Blaise Pascal, Cité Descartes Champs-sur-Marne, 77455 Marne-la-Vallée cedex 2, France. [email protected] 2 Ecole Polytechnique, 91128 Palaiseau Cedex, France. [email protected] 3 Université Paris Est, ENPC, 6-8 avenue Blaise Pascal, Cité Descartes Champs-sur-Marne, 77455 Marne-la-Vallée cedex 2, France. [email protected] 4 Université Paris Est, ENPC, 6-8 avenue Blaise Pascal, Cité Descartes Champs-sur-Marne, 77455 Marne-la-Vallée cedex 2, France. [email protected] 5 Ecole Polytechnique, 91128 Palaiseau Cedex, France. [email protected] 6 ∗Corresponding author. Université Paris Est, LVMT, ENPC, 6-8 avenue Blaise Pascal, Cité Descartes Champs-sur-Marne, 77455 Marne-la-Vallée cedex 2, France. [email protected] 7 Université Paris Est, ENPC, 6-8 avenue Blaise Pascal, Cité Descartes Champs-sur-Marne, 77455 Marne-la-Vallée cedex 2, France. [email protected] c © EDP Sciences 2001 ha l-0 06 01 44 3, v er si on 1 22 J un 2 01 1 Author manuscript, published in "RAIRO-Operations Research (2011) DOI: 10.1051/ro/2011102" DOI : 10.1051/ro/2011102

برای دانلود متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

ثبت نام

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

منابع مشابه

Understanding and Visualizing the District of Columbia Capital Bikeshare System Using Data Analysis for Balancing Purposes

Bike sharing systems’ popularity has consistently been rising during the past years. Managing and maintaining these emerging systems are indispensable parts of these systems. Visualizing the current operations can assist in getting a better grasp on the performance of the system. In this paper, a data mining approach is used to identify and visualize some important factors related to bike-share...

متن کامل

A Multi-commodity Pickup and Delivery Open-tour m-TSP Formulation for Bike Sharing Rebalancing Problem

Bike sharing systems (BSSs) offer a mobility service whereby public bikes, located at different stations across an urban area, are available for shared use. An important point is that the distribution of rides between stations is not uniformly distributed and certain stations fill up or empty over time. These empty and full stations lead to demand for bikes and return boxes that cannot be fulfi...

متن کامل

Bike Network Flow Prediction

Recent network analysis research has made remarkable progress on studying complex networks in a social context with machine learning techniques. One example of such a complex network is the system data of the New York Citibike bike sharing program, which consists of the data from 49 million bike trips in New York City since July 2013. By inspecting the dataset, we find out that significantly mo...

متن کامل

Demand and Trip Prediction in Bike Share Systems

Bike Share systems are becoming increasingly popular in urban areas. With growing membership and expansion of service comes many operational challenges. A major challenge in their operations is the unbalanced demand and supply at bike stations as a function of time. Figure 1 shows number of bike trips in Jan 2017, aggregated into time intervals of 30 minutes according to start time, and summed ...

متن کامل

Incentivizing Users for Balancing Bike Sharing Systems

Bike sharing systems have been recently adopted by a growing number of cities as a new means of transportation offering citizens a flexible, fast and green alternative for mobility. Users can pick up or drop off the bicycles at a station of their choice without prior notice or time planning. This increased flexibility comes with the challenge of unpredictable and fluctuating demand as well as i...

متن کامل

ذخیره در منابع من


  با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید

برای دانلود متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

ثبت نام

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

عنوان ژورنال:
  • RAIRO - Operations Research

دوره 45  شماره 

صفحات  -

تاریخ انتشار 2011