Title :
META: A Mobility Model of MEtropolitan TAxis Extracted from GPS Traces
Author :
Huang, Hongyu ; Zhu, Yanmin ; Li, Xu ; Li, Minglu ; Wu, Min-You
Author_Institution :
Dept. of Comput. Sci. & Eng., Shanghai Jiao Tong Univ., Shanghai, China
Abstract :
In this paper, we present our study of extracting a mobility model for vehicular ad hoc networks (VANETs) from a large amount of real taxi GPS trace data. In order to capture characteristics of the urban vehicle network from microscopic to macroscopic aspects, we design three parameters and extract their values from the GPS trace data. Using this mobility model, we can generate the synthetic trace to simulate the movement of taxis in the urban area of a metropolis. The validation is carried through extensive comparisons between the synthetic trace and the real trace. Validation results show that our mobility model has a good approximation to the real scenario.
Keywords :
Global Positioning System; ad hoc networks; mobile radio; META; VANET; metropolitan taxis; mobility model; taxi GPS trace data; vehicular ad hoc networks; Ad hoc networks; Computer science; Data engineering; Data mining; Global Positioning System; Roads; Telecommunication traffic; Traffic control; Urban areas; Vehicles;
Conference_Titel :
Wireless Communications and Networking Conference (WCNC), 2010 IEEE
Conference_Location :
Sydney, NSW
Print_ISBN :
978-1-4244-6396-1
DOI :
10.1109/WCNC.2010.5506591