Large-scale microscopic simulation of taxi services

被引:35
|
作者
Maciejewski, Michal [1 ,2 ]
Bischoff, Joschka [2 ]
机构
[1] Poznan Univ Tech, Div Transport Syst, PL-60965 Poznan, Poland
[2] TU Berlin, Dept Transport Syst Planning & Transport Telemat, D-10587 Berlin, Germany
关键词
online taxi dispatching; dynamic vehicle routing; floating car data; Berlin; MATSim; microscopic simulation;
D O I
10.1016/j.procs.2015.05.107
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
The paper presents research on large-scale microscopic simulation of taxi services in Berlin based on floating car data collected by the Taxi Berlin fleet, the largest taxi association in Germany's capital. Firstly, Berlin's taxi market is shortly described and the demand and supply data obtained from FCD analysed. Secondly, the online taxi dispatching problem formulation for this specific case is given, followed by the definition of two real-time rule-based heuristics used to dispatch taxis dynamically within the simulation. Finally, the simulation setup in MATSim is described, and the results obtained with both heuristics are analysed and compared in terms of dispatching performance, proving the effectiveness of the second strategy at different demand scales. (C) 2015 The Authors. Published by Elsevier B.V. This is an open access article under the CC BY-NC-ND license (http://creativecommons.org/licenses/by-nc-nd/4.0/).
引用
收藏
页码:358 / 364
页数:7
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