Title :
Integrating video cameras for ALINEA on-ramp queue length estimation
Author :
Laird, Jeff ; Geers, D. Glenn ; Yang Wang ; Chun Tung Chou
Author_Institution :
Sch. of Comput. Sci. & Eng., Univ. of New South Wales, Sydney, NSW, Australia
Abstract :
This paper studies the performance impact of integrating video camera sensors into existing ramp metering strategies. A significant problem with utilizing vision based sensors in traffic applications is the high regard and strong preference held for inductive loops. However, inductive loops are more expensive to maintain and install compared to video cameras. This paper aims to determine if video cameras can be utilized as an economic alternative to inductive loops, while maintaining existing ramp metering accuracy. To achieve this, several models are developed for video cameras to provide suitable measurements, which are then combined with traffic simulations for ramp metering. These models are then used to evaluate sensor placement combinations for ramp metering algorithms, with results demonstrating minimal performance impact from integrating video cameras compared to existing inductive loop solutions.
Keywords :
computer vision; queueing theory; road traffic; traffic engineering computing; video cameras; video signal processing; ALINEA on-ramp queue length estimation; inductive loops; ramp metering strategy; sensor placement evaluation; traffic simulations; video camera sensor integration; vision based sensors; Cameras; Computational modeling; Estimation; Mathematical model; Roads; Sensors; Vehicles;
Conference_Titel :
Intelligent Transportation Systems - (ITSC), 2013 16th International IEEE Conference on
Conference_Location :
The Hague
DOI :
10.1109/ITSC.2013.6728454