DocumentCode
747158
Title
A real-time traffic simulation using a communication latency hiding parallelization
Author
Chronopoulos, Anthony Theodore ; Johnston, Charles Michael
Author_Institution
Div. of Comput. Sci., Texas Univ., San Antonio, TX, USA
Volume
51
Issue
3
fYear
2002
fDate
5/1/2002 12:00:00 AM
Firstpage
498
Lastpage
510
Abstract
This paper implements and analyzes a highway traffic-flow simulation based on continuum modeling of traffic dynamics. A traffic-flow simulation was developed and mapped onto a parallel computer architecture. Two algorithms (the one-step and two-step algorithms) to solve the simulation equations were developed and implemented. Tests with real traffic data collected from the freeway network in the metropolitan area of Minneapolis, MN, were used to validate the accuracy and computation rate of the parallel simulation system (with 256 processors): The execution time for a 24-h traffic-flow simulation over a 15.5-mi freeway, which takes 65.7 min on a typical single-processor computer, took only 88.51 s on the nCUBE2 and only 2.39 s on the CRAY T3E. The two-step algorithm, whose goal is to trade off extra computation for fewer interprocessor communications, was shown to save significantly on the communication time on both parallel computers
Keywords
automated highways; digital simulation; parallel architectures; real-time systems; road traffic; CRAY T3E; Minneapolis; communication latency hiding parallelization; communication time; computation rate; continuum modeling; execution time; freeway network; highway traffic-flow simulation; intelligent highway system; interprocessor communications; metropolitan area; nCUBE2; one-step algorithm; parallel computer architecture; parallel simulation system; real traffic data; real-time traffic simulation; simulation equations; traffic dynamics; traffic-flow simulation; two-step algorithm; Analytical models; Computational modeling; Computer architecture; Computer networks; Computer simulation; Concurrent computing; Delay; Road transportation; Telecommunication traffic; Traffic control;
fLanguage
English
Journal_Title
Vehicular Technology, IEEE Transactions on
Publisher
ieee
ISSN
0018-9545
Type
jour
DOI
10.1109/TVT.2002.1002499
Filename
1002499
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