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Improving calibration time of traffic simulation models using parallel computing technique [Elektronski vir]Dadashzadeh, Nima ...Calibration procedure of traffic simulation models can be a very timeconsuming process in case of the large-scale and complex network. In the application of Evolutionary Algorithms (EA) such as ... Genetic Algorithms (GA) and Particle Swarm Optimization (PSO) for calibration of traffic simulation models, objective function evaluation is the most time-consuming step in such calibration problems, because EA has to run a traffic simulation and calculate its corresponding objective function value once for each set of parameters. The main contribution of this study has been to develop a quick calibration procedure for the parameters of driving behavior models using EA and parallel computing techniques (PCTs). The proposed method was coded and implemented in a traffic microscopic simulation software. Two scenarios with/without PCT were analyzed by developed methodology. Results of scenario analysis show that using an integrated calibration and PCT can reduce the total computational time of the optimization process significantly, in our experiments by 50%, and improve the optimization algorithm performance in such a complex optimization problem. Proposed method is useful for overcoming the limitation of computational time of the existing calibration methods and can be applied on various EAs and traffic simulation software. Keywords%Calibration, Parallel Computing, Genetic Algorithm, Particle Swarm Optimization, Parallel Hybrid GAPSO, Parallel Hybrid PSOGA, VISSIMSource: MT - ITS 2019 : book of abstracts [Elektronski vir] (Str. 54)Type of material - conference contributionPublish date - 2019Language - englishCOBISS.SI-ID - 8915041
Author
Dadashzadeh, Nima |
Ergun, Murat |
Sercan Kesten, Ali |
Žura, Marijan
Topics
promet |
avtomatizacija |
izboljšave
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Database name | Field | Year |
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Links to authors' personal bibliographies | Links to information on researchers in the SICRIS system |
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Dadashzadeh, Nima | 54198 |
Ergun, Murat | ![]() |
Sercan Kesten, Ali | ![]() |
Žura, Marijan | 06698 |
Source: Personal bibliographies
and: SICRIS
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