The electric autonomous dial-a-ride problem

被引:85
|
作者
Bongiovanni, Claudia [1 ]
Kaspi, Mor [1 ,2 ]
Geroliminis, Nikolas [1 ]
机构
[1] Ecole Polytech Fed Lausanne, Urban Transport Syst Lab, Sch Architecture Civil & Environm Engn, CH-1015 Lausanne, Switzerland
[2] Tel Aviv Univ, Dept Ind Engn, IL-69978 Tel Aviv, Israel
关键词
Dial-a-Ride problem; Branch-and-cut; Electric autonomous vehicles; VEHICLE-ROUTING PROBLEM; DELIVERY PROBLEM; HEURISTIC APPROACH; EXACT ALGORITHM; LOCAL SEARCH; PICKUP; BRANCH; CUT; MODELS;
D O I
10.1016/j.trb.2019.03.004
中图分类号
F [经济];
学科分类号
02 ;
摘要
In the Dial-a-Ride-Problem (DARP) a fleet of vehicles provides shared-ride services to users specifying their origin, destination, and preferred arrival time. Typically, the problem consists of finding minimum cost routes, satisfying operational constraints such as time windows, origin-destination precedences, user maximum ride-times, and vehicle maximum route-durations. This paper presents a problem variant for the DARP which considers the use of electric autonomous vehicles (e-ADARP). The problem covers battery management, detours to charging stations, recharge times, and selection of destination depots, along with classic DARP features. The goal of the problem is to minimize a weighted objective function consisting of the total travel time of all vehicles and excess ride-time of the users. We formulate the problem as a 3-index and a 2-index mixed-integer-linear program and devise a branch-and-cut algorithm with new valid inequalities derived from e-ADARP properties. Computational experiments are performed on adapted benchmark instances from DARP literature and on instances based on real data from Uber Technologies Inc. Instances with up to 5 vehicles and 40 requests are solved to optimality. (C) 2019 Elsevier Ltd. All rights reserved.
引用
收藏
页码:436 / 456
页数:21
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