An Assignment-Based Approach to Efficient Real-Time City-Scale Taxi Dispatching

被引:97
作者
Maciejewski, Michal [1 ]
Bischoff, Joschka [2 ]
Nagel, Kai [2 ]
机构
[1] Poznan Univ Tech, Div Transport Syst, Poznan, Poland
[2] Tech Univ Berlin, Dept Transport Syst Planning & Transport Telemat, Berlin, Germany
关键词
SIMULATION;
D O I
10.1109/MIS.2016.2
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
This study proposes and evaluates an efficient real-time taxi dispatching strategy that solves the linear assignment problem to find a globally optimal taxi-to-request assignment at each decision epoch. The authors compare the assignment-based strategy with two popular rule-based strategies. They evaluate dispatching strategies in detail in the city of Berlin and the neighboring region of Brandenburg using the microscopic large-scale MATSim simulator. The assignment-based strategy produced better results for both drivers (less idle driving) and passengers (less waiting). However, computing the assignments for thousands of taxis in a huge road network turned out to be computationally demanding. Certain adaptations pertaining to the cost matrix calculation were necessary to increase the computational efficiency and assure real-time responsiveness. © 2001-2011 IEEE.
引用
收藏
页码:68 / 77
页数:10
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