Result Details

Microscopic traffic simulation using CUDA

KORČEK, P.; SEKANINA, L.; FUČÍK, O. Microscopic traffic simulation using CUDA. Advanced Computer Architecture and Compilation for High-Performace and Embedded Systems (ACACES 2011) Poster Abstracts. Fiuggi: Academia Press, 2011. p. 207-210. ISBN: 978-90-382-1798-7.
Type
conference paper
Language
English
Authors
Korček Pavol, Ing., Ph.D., DCSY (FIT)
Sekanina Lukáš, prof. Ing., Ph.D., DCSY (FIT)
Fučík Otto, doc. Dr. Ing., DCSY (FIT)
Abstract

Extended abstract of paper presented on the MENDEL 2011 conference. Paper presents acceleration of  traffic microsimulation model based on cellular automata. Program is implemented using NVidia CUDA SDK. Various implementations were tested.

Keywords

Traffic, Microsimulation, Cellular automata, Acceleration, GPU.

Annotation

Intelligent transportation systems become more and more important with the increasing traffic densities and safety requirements. A reasonably good traffic prediction can be obtained using microscopic traffic simulation models witch distinguish and trace every traffic entity. However, microscopic simulation requires considerable computing resources. In this paper, we propose to accelerate a cellular automata based microscopic traffic simulator using graphic processing units (GPU). The proposed accelerator provides speed-up of 204.65 with respect to a single core solution for problems instances containing 170 mil. cells, equivalent to 935 000 km of traffic network. This solution is sufficient to predict traffic simulations multiple in real-time.

Published
2011
Pages
207–210
Proceedings
Advanced Computer Architecture and Compilation for High-Performace and Embedded Systems (ACACES 2011) Poster Abstracts
Conference
Summer school ACACES 2011
ISBN
978-90-382-1798-7
Publisher
Academia Press
Place
Fiuggi
BibTeX 
@inproceedings{BUT76346,
  author="Pavol {Korček} and Lukáš {Sekanina} and Otto {Fučík}",
  title="Microscopic traffic simulation using CUDA",
  booktitle="Advanced Computer Architecture and Compilation for High-Performace and Embedded Systems (ACACES 2011) Poster Abstracts",
  year="2011",
  pages="207--210",
  publisher="Academia Press",
  address="Fiuggi",
  isbn="978-90-382-1798-7"
}
Projects
Advanced secured, reliable and adaptive IT, BUT, Vnitřní projekty VUT, FIT-S-11-1, start: 2011-01-01, end: 2013-12-31, completed
Mathematical and Engineering Approaches to Developing Reliable and Secure Concurrent and Distributed Computer Systems, GACR, Doktorské granty, GD102/09/H042, start: 2009-01-30, end: 2012-12-31, completed
Natural Computing on Unconventional Platforms, GACR, Standardní projekty, GAP103/10/1517, start: 2010-01-01, end: 2013-12-31, running
Security-Oriented Research in Information Technology, MŠMT, Institucionální prostředky SR ČR (např. VZ, VC), MSM0021630528, start: 2007-01-01, end: 2013-12-31, running
Research groups
Evolvable Hardware Research Group (RG EHW)
Departments
Department of Computer Systems (DCSY)
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