About: Evolutionary approach to calibration of cellular automaton based traffic simulation model

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An Entity of Type : http://linked.opendata.cz/ontology/domain/vavai/Vysledek, within Data Space : linked.opendata.cz associated with source document(s)

Attributes	Values
rdf:type	skos:Concept http://linked.opendata.cz/ontology/domain/vavai/Vysledek
rdfs:seeAlso	http://ieeexplore.ieee.org/xpl/articleDetails.jsp?arnumber=6338759
Description	Microscopic traffic simulation models have become very popular in the evaluation of transportation engineering and planning practices in the past few decades. To achieve high fidelity and credibility of simulations, a model calibration and validation must be performed prior to deployment of the simulator. In this paper, we proposed an effective calibration method of the microscopic traffic simulation model. The model is based on the cellular automaton, which allows fast large-scale real-time simulation. For its calibration, we utilized a genetic algorithm which is able to optimize different parameters much better that a human expert. Furthermore, it is possible to readjust the model to given field data coming from standard surveillance technologies such as loop detectors in our case. We have shown that the precision of simulations can be increased by 20 % with respect to a manually tuned model. Microscopic traffic simulation models have become very popular in the evaluation of transportation engineering and planning practices in the past few decades. To achieve high fidelity and credibility of simulations, a model calibration and validation must be performed prior to deployment of the simulator. In this paper, we proposed an effective calibration method of the microscopic traffic simulation model. The model is based on the cellular automaton, which allows fast large-scale real-time simulation. For its calibration, we utilized a genetic algorithm which is able to optimize different parameters much better that a human expert. Furthermore, it is possible to readjust the model to given field data coming from standard surveillance technologies such as loop detectors in our case. We have shown that the precision of simulations can be increased by 20 % with respect to a manually tuned model. (en)
Title	Evolutionary approach to calibration of cellular automaton based traffic simulation model Evolutionary approach to calibration of cellular automaton based traffic simulation model (en)
skos:prefLabel	Evolutionary approach to calibration of cellular automaton based traffic simulation model Evolutionary approach to calibration of cellular automaton based traffic simulation model (en)
skos:notation	RIV/00216305:26230/12:PU101759!RIV13-GA0-26230___
http://linked.open...avai/predkladatel	Fakulta informačních technologií
http://linked.open...avai/riv/aktivita	P S Z
http://linked.open...avai/riv/aktivity	P(ED1.1.00/02.0070), P(GAP103/10/1517), P(GD102/09/H042), S, Z(MSM0021630528)
http://linked.open...vai/riv/dodaniDat	2013
http://linked.open...aciTvurceVysledku	Fučík, Otto Sekanina, Lukáš Korček, Pavol
http://linked.open.../riv/druhVysledku	D - Článek ve sborníku
http://linked.open...iv/duvernostUdaju	S - Úplné a pravdivé údaje nepodléhající ochraně podle zvláštních právních předpisů
http://linked.open...titaPredkladatele	Vysoké učení technické v Brně / Fakulta informačních technologií
http://linked.open...dnocenehoVysledku	135316
http://linked.open...ai/riv/idVysledku	RIV/00216305:26230/12:PU101759
http://linked.open...riv/jazykVysledku	eng - angličtina
http://linked.open.../riv/klicovaSlova	Simulation and Modeling, Statistical Modeling, Large Scale Traffic Management Simulation (en)
http://linked.open.../riv/klicoveSlovo	Large Scale Traffic Management Simulation Simulation and Modeling Statistical Modeling
http://linked.open...ontrolniKodProRIV	[56D45C992968]
http://linked.open...v/mistoKonaniAkce	Anchorage
http://linked.open...i/riv/mistoVydani	Anchorage
http://linked.open...i/riv/nazevZdroje	Proceedings of the 15th International IEEE Conference on Intelligent Transportation Systems
http://linked.open...in/vavai/riv/obor	JC
http://linked.open...ichTvurcuVysledku	3 (xsd:int)
http://linked.open...cetTvurcuVysledku	3 (xsd:int)
http://linked.open...vavai/riv/projekt	IT4Innovations Centre of Excellence Mathematical and Engineering Approaches to Developing Reliable and Secure Concurrent and Distributed Computer Systems Natural Computing on Unconventional Platforms
http://linked.open...UplatneniVysledku	2012
http://linked.open...iv/tvurceVysledku	Fučík, Otto Korček, Pavol Sekanina, Lukáš
http://linked.open...vavai/riv/typAkce	WRD - Světová
http://linked.open...ain/vavai/riv/wos	000312599600021
http://linked.open.../riv/zahajeniAkce	2012-09-16 (xsd:date)
http://linked.open...n/vavai/riv/zamer	Výzkum informačních technologií z hlediska bezpečnosti
number of pages	8 (xsd:int)
http://bibframe.org/vocab/doi	10.1109/ITSC.2012.6338759
http://purl.org/ne...btex#hasPublisher	IEEE Intelligent Transportation Systems Society
https://schema.org/isbn	978-1-4673-3062-6
http://localhost/t...ganizacniJednotka	26230
is http://linked.open...avai/riv/vysledek of	Evolutionary approach to calibration of cellular automaton based traffic simulation model

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