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VISCAL: Heuristic algorithm based application tool to calibrate microscopic simulation parameters

Authors :
Mohammad Rayeedul Kalam Siam
Shamima Nasrin
Md Hadiuzzaman
Shah Md Muniruzzaman
Nazmul Haque
Source :
Journal of Traffic and Transportation Engineering (English ed. Online), Vol 5, Iss 1, Pp 28-43 (2018)
Publication Year :
2018
Publisher :
KeAi Communications Co., Ltd., 2018.

Abstract

VISCAL (VISSIM calibration) is an automated calibration tool for microscopic simulation parameters in VISSIM environment, based on three heuristic optimization algorithms: (a) genetic algorithm (GA); (b) simultaneous perturbation stochastic approximation (SPSA); (c) simulated annealing (SA). It is developed with a goal to automate and ease the tedious process of calibration, offering greater flexibility to the users by providing control on every aspect of the calibration process. It includes multiple features for a generic application tool with the ability to test the significance of the appropriate decision parameter set for a particular network, to determine the most suitable objective function to reflect network characteristics, and to check the suitability of any of the three heuristic optimization algorithms for a particular network. VISCAL also offers four objective function choices into the system: (1) speed, (2) flow, (3) delay, and (4) multi-objective criteria. It is able to calibrate all the driving behavior parameters for any type (urban, rural) and extent of network (small or large network). However, for this study, the operation of the tool is tested by a dataset obtained from a 3.26 km freeway of Dhaka, Bangladesh.

Details

Language :
English
ISSN :
20957564
Volume :
5
Issue :
1
Database :
Directory of Open Access Journals
Journal :
Journal of Traffic and Transportation Engineering (English ed. Online)
Publication Type :
Academic Journal
Accession number :
edsdoj.5b61993033f246b7a8135e34ba35a6e1
Document Type :
article
Full Text :
https://doi.org/10.1016/j.jtte.2017.04.004