Simultaneous Traffic Flow and Macro Model Estimation for Signalized Junctions with Multiple Input Lanes

Luana Chetcuti Zammit, Simon G. Fabri, Kenneth Scerri

2017

Abstract

A novel algorithm is presented for macro model estimation of the dynamics of traffic flow in a junction having multiple input lanes for each turning direction. The proposed algorithm jointly estimates the states describing the traffic flow under different traffic conditions, together with model parameters and their uncertainties of the measurement and process noise. Use is made of the Expectation-Maximization methodology with a sliding window over time in order to obtain quasi real-time estimation.

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Paper Citation


in Harvard Style

Chetcuti Zammit L., Fabri S. and Scerri K. (2017). Simultaneous Traffic Flow and Macro Model Estimation for Signalized Junctions with Multiple Input Lanes . In Proceedings of the 3rd International Conference on Vehicle Technology and Intelligent Transport Systems - Volume 1: VEHITS, ISBN 978-989-758-242-4, pages 157-164. DOI: 10.5220/0006244801570164

in Bibtex Style

@conference{vehits17,
author={Luana Chetcuti Zammit and Simon G. Fabri and Kenneth Scerri},
title={Simultaneous Traffic Flow and Macro Model Estimation for Signalized Junctions with Multiple Input Lanes},
booktitle={Proceedings of the 3rd International Conference on Vehicle Technology and Intelligent Transport Systems - Volume 1: VEHITS,},
year={2017},
pages={157-164},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0006244801570164},
isbn={978-989-758-242-4},
}


in EndNote Style

TY - CONF
JO - Proceedings of the 3rd International Conference on Vehicle Technology and Intelligent Transport Systems - Volume 1: VEHITS,
TI - Simultaneous Traffic Flow and Macro Model Estimation for Signalized Junctions with Multiple Input Lanes
SN - 978-989-758-242-4
AU - Chetcuti Zammit L.
AU - Fabri S.
AU - Scerri K.
PY - 2017
SP - 157
EP - 164
DO - 10.5220/0006244801570164