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Towards Time-Parallel Road Traffic Simulation

Published: 01 June 2005 Publication History

Abstract

As an alternative to spatial parallelization of simulation models, time-parallel simulation offers the potential for massive parallelism with a high level of independence between the parallel processes. Unfortunately, due to inherent problems, the applicability of time-parallel simulation is restricted. Therefore, it has been proposed recently, to use approximation with time-parallel simulation in order to facilitate its application and to extend the class of models suitable for time-parallel simulation. As a proof-of-concept, this work shows how approximate temporal parallelization can be applied to the simulation of road traffic. Traffic simulation is used extensively in transportation research for various purposes, e.g. analysis of traffic phenomena,traffic forecast, and optimization of traffic flow. Depending on the level of fidelity, a traffic model exhibits a state space of moderate to high complexity. This paper is intended to discuss the basic properties of time-parallel traffic simulation and to examine its feasibility. Experiments with a sequential microscopic traffic simulator, that emulates important aspects of a corresponding time-parallel simulator, suggest this feasibility.

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Cited By

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  • (2020)Reduction of inter-process communication in distributed simulation of road trafficProceedings of the IEEE/ACM 24th International Symposium on Distributed Simulation and Real Time Applications10.5555/3451906.3451923(123-132)Online publication date: 14-Sep-2020
  • (2019)Simulation as a service for cooperative vehiclesProceedings of the 22nd International Conference on Model Driven Engineering Languages and Systems Companion10.1109/MODELS-C.2019.00011(28-37)Online publication date: 15-Sep-2019
  • (2014)Past and future treesProceedings of the 2014 Winter Simulation Conference10.5555/2693848.2694214(2884-2895)Online publication date: 7-Dec-2014
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cover image ACM Conferences
PADS '05: Proceedings of the 19th Workshop on Principles of Advanced and Distributed Simulation
June 2005
280 pages
ISBN:0769523838

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IEEE Computer Society

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Published: 01 June 2005

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PADS '05 Paper Acceptance Rate 30 of 46 submissions, 65%;
Overall Acceptance Rate 398 of 779 submissions, 51%

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View all
  • (2020)Reduction of inter-process communication in distributed simulation of road trafficProceedings of the IEEE/ACM 24th International Symposium on Distributed Simulation and Real Time Applications10.5555/3451906.3451923(123-132)Online publication date: 14-Sep-2020
  • (2019)Simulation as a service for cooperative vehiclesProceedings of the 22nd International Conference on Model Driven Engineering Languages and Systems Companion10.1109/MODELS-C.2019.00011(28-37)Online publication date: 15-Sep-2019
  • (2014)Past and future treesProceedings of the 2014 Winter Simulation Conference10.5555/2693848.2694214(2884-2895)Online publication date: 7-Dec-2014
  • (2013)GPU accelerated three-stage execution model for event-parallel simulationProceedings of the 1st ACM SIGSIM Conference on Principles of Advanced Discrete Simulation10.1145/2486092.2486100(57-66)Online publication date: 19-May-2013
  • (2009)Techniques for rapid initialization in in-vehicle traffic simulatorsWinter Simulation Conference10.5555/1995456.1995790(2446-2456)Online publication date: 13-Dec-2009
  • (2005)Bias in parallel and distributed simulation systemsProceedings of the 37th conference on Winter simulation10.5555/1162708.1162776(384-393)Online publication date: 4-Dec-2005

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