• ISSN 0258-2724
  • CN 51-1277/U
  • EI Compendex
  • Scopus
  • Indexed by Core Journals of China, Chinese S&T Journal Citation Reports
  • Chinese S&T Journal Citation Reports
  • Chinese Science Citation Database
Volume 26 Issue 6
Dec.  2013
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Article Contents
WANG Chengliang, ZHANG Chen, HUANG Wenlong. Origin-Destination Matrix Estimation Model for Freeway Oriented Internet of Vehicles[J]. Journal of Southwest Jiaotong University, 2013, 26(6): 1078-1083. doi: 10.3969/j.issn.0258-2724.2013.06.017
Citation: WANG Chengliang, ZHANG Chen, HUANG Wenlong. Origin-Destination Matrix Estimation Model for Freeway Oriented Internet of Vehicles[J]. Journal of Southwest Jiaotong University, 2013, 26(6): 1078-1083. doi: 10.3969/j.issn.0258-2724.2013.06.017

Origin-Destination Matrix Estimation Model for Freeway Oriented Internet of Vehicles

doi: 10.3969/j.issn.0258-2724.2013.06.017
  • Received Date: 19 Nov 2012
  • Publish Date: 25 Dec 2013
  • The internet of vehicles with radio frequency identification technology (RFID) was applied to capturing an OD matrix with missing data. In the OD matrix estimation model, Lagrange multiplier method was used to solve the maximum likelihood estimation for the probability of OD matrix elements. The algorithm of estimating OD matrix based on the expectation maximization algorithm was developed. Experimental results with 912 nodes shows that the proposed algorithm is more accurate than the simulation acquisition, and the root mean square error of real data is reduced by 77.7%,which validates the flow of the algorithm and the effectiveness of the models.

     

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