ChangiNOW: A Mobile Application for Efficient Taxi Allocation at Airports

被引:0
作者
Anwar, Afian [1 ]
Volkov, Mikhail [1 ]
Rus, Daniela [1 ]
机构
[1] MIT Comp Sci & Artificial Intelligence Lab, Cambridge, MA 02139 USA
来源
2013 16TH INTERNATIONAL IEEE CONFERENCE ON INTELLIGENT TRANSPORTATION SYSTEMS - (ITSC) | 2013年
关键词
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
We present an application that uses a predictive queueing model to efficiently allocate taxis. The system uses observed taxi and flight data at each of the four terminals of Singapore's Changi Airport to estimate the expected waiting time and queue length for taxis arriving at these terminals, and then sends taxis to terminals where demand is highest. We propose a service model that enables our system to be deployed on a smartphone platform to participating taxi drivers. We present the theoretical details which underpin our prediction engine and corroborate our theory with several targeted numerical simulations. Finally, we evaluate the performance of this system in large-scale experiments and show that our system achieves a significant improvement in both passenger and taxi waiting time.
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页码:694 / 701
页数:8
相关论文
共 14 条
[1]  
[Anonymous], 2012, AIRPORT COUNCIL INT
[2]  
[Anonymous], 2008, J BETRIEBSWIRTSCHAFT, DOI DOI 10.1007/S11301-008-0036-4
[3]   Dynamic pickup and delivery problems [J].
Berbeglia, Gerardo ;
Cordeau, Jean-Francois ;
Laporte, Gilbert .
EUROPEAN JOURNAL OF OPERATIONAL RESEARCH, 2010, 202 (01) :8-15
[4]  
C. A. Group, 2012, CHANG AIRP FACTS STA
[5]   Double-ended queues with impatience [J].
Conolly, BW ;
Parthasarathy, PR ;
Selvaraju, N .
COMPUTERS & OPERATIONS RESEARCH, 2002, 29 (14) :2053-2072
[6]   QUEUING MODEL OF AIRPORT PASSENGER DEPARTURES BY TAXI - COMPETITION WITH A PUBLIC TRANSPORTATION MODE [J].
CURRY, GL ;
DEVANY, A ;
FELDMAN, RM .
TRANSPORTATION RESEARCH, 1978, 12 (02) :115-120
[7]  
Kashyap B., 1966, OPER RES, P822
[8]  
Ke Hu Y. Y., 2010, 2010 S WORKSH UB TRU
[9]  
Kendall D., 1951, J ROYAL STAT SOC B, P151
[10]  
Larson R. C., 1981, Urban operations research