Chapter
Apr 26, 2012

Development of an Automatic Incident Detection Algorithm for Freeway Based on Multi-Level Alarming System and Artificial Neural Networks

Publication: Traffic And Transportation Studies (2002)

Abstract

A substantial reduction in the delay can be achieved by early detection of the incidents and prompt response to divert the traffic in the upstream flow. Since the late 1960s, Automatic Incident Detection Systems (AIDS) have been developed and implemented to help traffic management authorities. However, high false alarm rates and low poor performance have caused some authorities to abandon AIDS. To enhance the reliability, transferability and economization of AIDS, in this paper we design a framework for freeway AIDS with three-level alarm policy, and a AID algorithm based on the Artificial Neural Networks (ANN) technology that only need single detector. It was proved by simulated data that the model built on one segment can be used to other segments, and all three measurements (DR, FAR and MTTD) are superior to the objective algorithm. Furthermore, the total cost of freeway incident management system can be reduced due to only single detector is needed for one detector station.

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Go to Traffic and Transportation Studies (2002)
Traffic And Transportation Studies (2002)
Pages: 626 - 631

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Published online: Apr 26, 2012

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Guiyan Jiang
Doctor, Prof., ITS R&D Center, Jilin University
Francis Navin
Doctor, Prof., Department of Civil Engineering, University of British Columbia
Tarek Sayed
Doctor, Assistant Prof., Department of Civil Engineering, University of British Columbia
Ruoqi Zhang
Master, ITS R&D Center, Jilin University

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