Result Details

Advanced Approach to Calibration of Traffic Microsimulation Using Travel Times

KORČEK, P.; SEKANINA, L.; FUČÍK, O. Advanced Approach to Calibration of Traffic Microsimulation Using Travel Times. Journal of Cellular Automata, 2013, vol. 8, no. 6, p. 457-467. ISSN: 1557-5969.
Type
journal article
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

An effective calibration method of the cellular automaton based traffic microsimulation model is proposed in this paper. It is shown that by utilizing a genetic algorithm it is possible to calibrate different parameters of the model much better than a traffic expert. Moreover, using this process it is also possible to find several model parameters that are extremely difficult to calibrate as relevant data can not be measured using standard monitoring technologies or complete data sets are often not available. The quality of the new calibrated models is discussed in the task of vehicle travel time estimation. The precision of simulations is increased over three times compared to a manually tuned model. The average error rate is 10.75 % in comparison with several field travel time data.

Keywords

traffic, microsimulation, cellular automaton model, calibration, travel time

Published
2013
Pages
457–467
Journal
Journal of Cellular Automata, vol. 8, no. 6, ISSN 1557-5969
Book
Journal of Cellular Automata
Publisher
Old City Publishing, Inc.
BibTeX 
@article{BUT104511,
  author="Pavol {Korček} and Lukáš {Sekanina} and Otto {Fučík}",
  title="Advanced Approach to Calibration of Traffic Microsimulation Using Travel Times",
  journal="Journal of Cellular Automata",
  year="2013",
  volume="8",
  number="6",
  pages="457--467",
  issn="1557-5969",
  url="https://www.fit.vut.cz/research/publication/10241/"
}
Files
Projects
Centrum excelence IT4Innovations, MŠMT, Operační program Výzkum a vývoj pro inovace, ED1.1.00/02.0070, start: 2011-01-01, end: 2015-12-31, completed
Natural Computing on Unconventional Platforms, GACR, Standardní projekty, GAP103/10/1517, start: 2010-01-01, end: 2013-12-31, running
Transport systems development centre, TAČR, Centra kompetence, TE01020155, start: 2012-04-01, end: 2018-03-31, completed
Research groups
Evolvable Hardware Research Group (RG EHW)
Departments
Department of Computer Systems (DCSY)
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