DocumentCode :
3048525
Title :
A GPU based trafficparallel simulation module of artificial transportation systems
Author :
Wang, Kai ; Shen, Zhen
Author_Institution :
Center for Mil. Comput. Experiments & Parallel Syst. Technol., Nat. Univ. of Defense Technol. (NUDT), Changsha, China
fYear :
2012
fDate :
8-10 July 2012
Firstpage :
160
Lastpage :
165
Abstract :
Traffic micro-simulation is an important tool in the Intelligent Transportation Systems (ITS) research. In the microsimulation, a bottom up system can be built up by the interactions of vehicle agents, road agents, traffic lights agents, etc. The Artificial societies, Computational experiments, and Parallel execution (ACP) approach suggests integrating other metropolitan systems such as logistic, infrastructure, legal and regulatory, weather and environmental systems to build an Artificial Transportation System (ATS) to help solve ITS problems. This is reasonable as the transportation system is complex that is affected by many systems interacting with each other. However, there is a challenge that the computing burden can be very heavy as there can be many agents of different kinds interacting in parallel in ATS. In recent years, the Graphics Processing Units (GPUs) have been applied successfully in many areas for parallel computing. Compared with the traditional CPU cluster, GPU has an obvious advantage of low cost of hardware and electricity consumption. In this paper, we build a parallel traffic simulation module of ATS with GPU. The simulation results are reasonable and a maximum speedup factor of 105 is obtained compared with the CPU implementations.
Keywords :
automated highways; digital simulation; graphics processing units; parallel processing; road traffic; road vehicles; ACP approach; ATS; GPU based traffic parallel simulation module; ITS research; artificial societies-computational experiments-parallel execution approach; artificial transportation systems; environmental systems; graphics processing units; infrastructure; intelligent transportation system research; legal; logistic; metropolitan systems; parallel computing; regulatory; road agents; traffic lights agents; traffic microsimulation; vehicle agents; weather; Computational modeling; Graphics processing unit; Instruction sets; Lakes; Optimization; Reliability; Roads; ACP; Artificial TransportationSystem; CUDA; GPU; Traffic Micro-simulation;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Service Operations and Logistics, and Informatics (SOLI), 2012 IEEE International Conference on
Conference_Location :
Suzhou
Print_ISBN :
978-1-4673-2400-7
Type :
conf
DOI :
10.1109/SOLI.2012.6273523
Filename :
6273523
Link To Document :
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