DocumentCode
1825710
Title
Accelerating traffic microsimulations: A parallel discrete-event queue-based approach for speed and scale
Author
Thulasidasan, Sunil ; Eidenbenz, Stephan
Author_Institution
Comput., Comput. & Stat. Sci., Los Alamos Nat. Lab., Los Alamos, NM, USA
fYear
2009
fDate
13-16 Dec. 2009
Firstpage
2457
Lastpage
2466
Abstract
We present FastTrans - a parallel, distributed-memory simulator for transportation networks that uses a queue-based event-driven approach to traffic microsimulation. Queue-based simulation models have been shown to be significantly faster than cellular-automata type approaches, sacrificing spatial granularity for speed, while preserving link and intersection dynamics with high fidelity. Significant advances over previous work include the size of the simulated network, support for dynamic responses to congestion and the absence of precomputed routes - all routing calculations are executed online. We present initial results from a scalability study using a real-world network from the North-East region of the United States comprising over 1.5 million network elements and over 25 million vehicular trips. Simulation of an entire day´s worth of realistic vehicular itineraries involving approximately five billion simulated events executes in less than an hour of wall-clock time on a distributed computing cluster. Initial results suggest almost linear speed-ups with cluster size.
Keywords
cellular automata; queueing theory; traffic engineering computing; FastTrans; North-East region; United States; cellular automata; distributed computing cluster; distributed-memory simulator; parallel discrete-event queue-based approach; queue-based simulation models; routing calculations; spatial granularity; traffic microsimulations acceleration; transportation networks; Acceleration; Computational modeling; Discrete event simulation; Distributed computing; Routing; Scalability; Telecommunication traffic; Traffic control; Transportation; Vehicle dynamics;
fLanguage
English
Publisher
ieee
Conference_Titel
Simulation Conference (WSC), Proceedings of the 2009 Winter
Conference_Location
Austin, TX
Print_ISBN
978-1-4244-5770-0
Type
conf
DOI
10.1109/WSC.2009.5429673
Filename
5429673
Link To Document