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https://doi.org/10.13167/2015.10.8

ANALYSIS OF NEURAL NETWORK RESPONSES IN CALIBRATION OF MICROSIMULATION TRAFFIC MODEL

Irena Ištoka Otković   ORCID icon orcid.org/0000-0003-3650-2021 ; Josip Juraj Strossmayer University of Osijek, Faculty of Civil Engineering Osijek
Damir Varevac   ORCID icon orcid.org/0000-0002-0473-0639 ; Josip Juraj Strossmayer University of Osijek, Faculty of Civil Engineering Osijek
Matjaž Šraml   ORCID icon orcid.org/0000-0002-0638-2703 ; University of Maribor, Faculty of Civil Engineering Maribor

Puni tekst: engleski, pdf (1 MB) str. 67-76 preuzimanja: 354* citiraj
APA 6th Edition
Ištoka Otković, I., Varevac, D. i Šraml, M. (2015). ANALYSIS OF NEURAL NETWORK RESPONSES IN CALIBRATION OF MICROSIMULATION TRAFFIC MODEL. Electronic Journal of the Faculty of Civil Engineering Osijek-e-GFOS, 6 (10), 67-76. https://doi.org/10.13167/2015.10.8
MLA 8th Edition
Ištoka Otković, Irena, et al. "ANALYSIS OF NEURAL NETWORK RESPONSES IN CALIBRATION OF MICROSIMULATION TRAFFIC MODEL." Electronic Journal of the Faculty of Civil Engineering Osijek-e-GFOS, vol. 6, br. 10, 2015, str. 67-76. https://doi.org/10.13167/2015.10.8. Citirano 20.04.2021.
Chicago 17th Edition
Ištoka Otković, Irena, Damir Varevac i Matjaž Šraml. "ANALYSIS OF NEURAL NETWORK RESPONSES IN CALIBRATION OF MICROSIMULATION TRAFFIC MODEL." Electronic Journal of the Faculty of Civil Engineering Osijek-e-GFOS 6, br. 10 (2015): 67-76. https://doi.org/10.13167/2015.10.8
Harvard
Ištoka Otković, I., Varevac, D., i Šraml, M. (2015). 'ANALYSIS OF NEURAL NETWORK RESPONSES IN CALIBRATION OF MICROSIMULATION TRAFFIC MODEL', Electronic Journal of the Faculty of Civil Engineering Osijek-e-GFOS, 6(10), str. 67-76. https://doi.org/10.13167/2015.10.8
Vancouver
Ištoka Otković I, Varevac D, Šraml M. ANALYSIS OF NEURAL NETWORK RESPONSES IN CALIBRATION OF MICROSIMULATION TRAFFIC MODEL. Electronic Journal of the Faculty of Civil Engineering Osijek-e-GFOS [Internet]. 2015 [pristupljeno 20.04.2021.];6(10):67-76. https://doi.org/10.13167/2015.10.8
IEEE
I. Ištoka Otković, D. Varevac i M. Šraml, "ANALYSIS OF NEURAL NETWORK RESPONSES IN CALIBRATION OF MICROSIMULATION TRAFFIC MODEL", Electronic Journal of the Faculty of Civil Engineering Osijek-e-GFOS, vol.6, br. 10, str. 67-76, 2015. [Online]. https://doi.org/10.13167/2015.10.8

Sažetak
Microsimulation models are frequently used in traffic analysis. Various optimization methods are used in calibration, and the one method that has shown success is neural networks. This paper shows the responses of neural networks during calibration of a microsimulation traffic model. We analyzed two calibration methods by applying neural networks and comparing their neural network learning (according to their achieved correlation and the mean error of prediction) and their generalization ability (comparison of generalization results was analyzed in two steps). The best correlation between the microsimulation results and neural network prediction was 88.3%, achieved for the traveling time prediction, on which the first calibration method is based.

Ključne riječi
microsimulation traffic models; calibration; response of neural networks; traveling time; queue parameters

Hrčak ID: 140696

URI
https://hrcak.srce.hr/140696

Posjeta: 547 *