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Motorway traffic state estimation based on extended Kalman filter

Wang, Y. , Papageorgiou Markos, Messmer, A.

Πλήρης Εγγραφή


URI: http://purl.tuc.gr/dl/dias/8A4F738C-A76F-45D8-AE36-552A29016F12
Έτος 2003
Τύπος Πλήρης Δημοσίευση σε Συνέδριο
Άδεια Χρήσης
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Βιβλιογραφική Αναφορά Y. Wang, M. Papageorgiou, A. Messmer, "Motorway traffic state estimation based on extended Kalman filter," in 2003 European Control Conference (ECC), pp. 1934 - 1939.
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Περίληψη

This paper addresses the design of traffic state estimator for traffic flow in motorway stretches. Motorway traffic dynamics is modelled by a stochastic macroscopic traffic flow model, while a traffic state estimator is designed based on the extended-Kalman-filtering methodology. Besides the estimation of normal traffic variables, the developed traffic state estimator deals with the on-line estimation of unknown model parameters. Simulation investigations were conducted to test the traffic state estimator under various traffic conditions in a motorway stretch.

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