| Korček, P., Sekanina, L., Fučík, O.: Microscopic traffic simulation using CUDA, In: Advanced Computer Architecture and Compilation for High-Performace and Embedded Systems (ACACES 2011) Poster Abstracts, Fiuggi, IT, Academia Press, 2011, p. 207-210, ISBN 978-90-382-1798-7 | | Publication language: | english |
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| Original title: | Microscopic traffic simulation using CUDA |
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| Title (cs): | Mikroskopické dopravní simulace za použití CUDA |
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| Pages: | 207-210 |
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| Proceedings: | Advanced Computer Architecture and Compilation for High-Performace and Embedded Systems (ACACES 2011) Poster Abstracts |
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| Conference: | Summer school ACACES 2011 |
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| Place: | Fiuggi, IT |
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| Year: | 2011 |
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| ISBN: | 978-90-382-1798-7 |
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| Publisher: | Academia Press |
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| Keywords |
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| Traffic, Microsimulation, Cellular automata, Acceleration, GPU. |
| Annotation |
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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.
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| Abstract |
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| 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. |
| BibTeX: |
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@INPROCEEDINGS{
author = {Pavol Korček and Lukáš Sekanina and Otto Fučík},
title = {Microscopic traffic simulation using CUDA},
pages = {207--210},
booktitle = {Advanced Computer Architecture and Compilation for
High-Performace and Embedded Systems (ACACES 2011) Poster
Abstracts},
year = {2011},
location = {Fiuggi, IT},
publisher = {Academia Press},
ISBN = {978-90-382-1798-7},
language = {english},
url = {http://www.fit.vutbr.cz/research/view_pub.php?id=9615}
} |
|