DocumentCode :
43807
Title :
Development of a Control Strategy of Variable Speed Limits to Reduce Rear-End Collision Risks Near Freeway Recurrent Bottlenecks
Author :
Zhibin Li ; Pan Liu ; Wei Wang ; Chengcheng Xu
Author_Institution :
Jiangsu Key Lab. of Urban ITS, Southeast Univ., Nanjing, China
Volume :
15
Issue :
2
fYear :
2014
fDate :
Apr-14
Firstpage :
866
Lastpage :
877
Abstract :
The primary objective of this paper was to develop a control strategy of variable speed limits (VSLs) to reduce rear-end collision risks near freeway recurrent bottlenecks. The risks of rear-end collisions were estimated using a crash risk prediction model that is specifically developed for rear-end collisions in freeway bottleneck areas. The effects of the VSL control strategy were evaluated using a cell transmission model. Several control factors were tested, including the start-up threshold of the collision likelihood, the target speed limit, the speed change rate, and the speed difference between adjacent links. A genetic algorithm was used to optimize critical control factors. For the high demand scenario, the proposed control strategy used 25% of the maximum collision likelihood for the start-up threshold, 35 mi/h for the target speed limit, 10 mi/h per 30 s for the speed change rate, and 10 mi/h for the speed difference between different links. For the moderate demand scenario, the strategy used 20% of the maximum collision likelihood for the start-up threshold, 40 mi/h for the target speed limit, 15 mi/h per 30 s for the speed change rate, and 10 mi/h for the speed difference between different links. The results of comparative analyses suggested that the proposed control strategy outperformed other strategies in reducing the rear-end collision risks near freeway recurrent bottlenecks. With the proposed control strategy, the VSL control reduced the rear-end crash potential by 69.84% for the high demand scenario and by 81.81% for the moderate demand scenario.
Keywords :
collision avoidance; risk management; road traffic control; road vehicles; VSL; cell transmission model; control strategy development; crash risk prediction model; freeway recurrent bottlenecks; genetic algorithm; rear-end collision risks reduction; variable speed limits; Computer crashes; Detectors; Kinematics; Predictive models; Safety; Traffic control; Vehicles; Control strategy; rear-end collision; recurrent bottleneck; safety; variable speed limits (VSLs);
fLanguage :
English
Journal_Title :
Intelligent Transportation Systems, IEEE Transactions on
Publisher :
ieee
ISSN :
1524-9050
Type :
jour
DOI :
10.1109/TITS.2013.2293199
Filename :
6698293
Link To Document :
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