DocumentCode :
1943742
Title :
Markov-based redistribution policy model for future urban mobility networks
Author :
Volkov, Mikhail ; Aslam, Javed ; Rus, Daniela
Author_Institution :
Dept. of Electr. Eng. & Comput. Sci., Massachusetts Inst. of Technol., Cambridge, MA, USA
fYear :
2012
fDate :
16-19 Sept. 2012
Firstpage :
1906
Lastpage :
1911
Abstract :
In this paper we present a Markov-based urban transportation model that captures the operation of a fleet of taxis in response to incident customer arrivals throughout the city. We consider three different evaluation criteria: (1) minimizing the number of transportation resources for urban planning; (2) minimizing fuel consumption for the drivers; and (3) minimizing customer waiting time increase the overall quality of service. We present a practical policy and evaluate it by comparing against the actual observed redistribution of taxi drivers in Singapore. We show through simulation that our proposed policy is stable and improves substantially upon the default unmanaged redistribution of taxi drivers in Singapore with respect to the three evaluation criteria.
Keywords :
Markov processes; town and country planning; transportation; Markov-based redistribution policy model; Markov-based urban transportation model; Singapore; customer waiting time; fuel consumption; incident customer arrivals; taxi drivers; transportation resources; urban mobility networks; urban planning; Fuels; Markov processes; Measurement; Optimization; Quality of service; Stability analysis; Vehicles;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Intelligent Transportation Systems (ITSC), 2012 15th International IEEE Conference on
Conference_Location :
Anchorage, AK
ISSN :
2153-0009
Print_ISBN :
978-1-4673-3064-0
Electronic_ISBN :
2153-0009
Type :
conf
DOI :
10.1109/ITSC.2012.6338848
Filename :
6338848
Link To Document :
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