DocumentCode
2219317
Title
A distributed, scalable, and synchronized framework for large-scale microscopic traffic simulation
Author
Klefstad, Raymond ; Zhang, Yue ; Lai, Mingjie ; Jayakrishnan, R. ; Lavanya, Riju
Author_Institution
Dept. of Electr. Eng. & Comput. Sci., California Univ., Irvine, CA, USA
fYear
2005
fDate
13-15 Sept. 2005
Firstpage
813
Lastpage
818
Abstract
Microscopic traffic simulation is effective for analyzing transportation networks. However, performing microscopic simulations for large-scale networks remains a huge computing problem. In this paper, we present ParamGrid, a scalable and synchronized framework that distributes the simulation across a cluster of ordinary-performance, low-cost personal computers (PCs) connected by local area network (LAN). Several key challenges are solved: dividing a large traffic network, routing vehicles traveling across tiles, transferring vehicles across tiles, and globally synchronizing the simulation time to achieve a complete solution to automate scalable concurrent simulations. These solutions are automated in ParamGrid. Our experimental results, using a real-world traffic network for the Long Beach Area in Southern California, show our new framework provides near linear speed-up with number of computers.
Keywords
digital simulation; local area networks; road traffic; traffic engineering computing; large-scale microscopic traffic simulation; local area network; real-world traffic network; routing vehicles; transportation networks analysis; Analytical models; Computational modeling; Computer networks; Large-scale systems; Local area networks; Microscopy; Telecommunication traffic; Tiles; Traffic control; Vehicles;
fLanguage
English
Publisher
ieee
Conference_Titel
Intelligent Transportation Systems, 2005. Proceedings. 2005 IEEE
Print_ISBN
0-7803-9215-9
Type
conf
DOI
10.1109/ITSC.2005.1520154
Filename
1520154
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