Research on the collaborative layout of urban road fixed traffic detectors based on the NSGA-II algorithm

Ganggang Jia; Bing Wang; Mingchun Shi

doi:10.1117/12.2645491

23 November 2022 Research on the collaborative layout of urban road fixed traffic detectors based on the NSGA-II algorithm

Ganggang Jia, Bing Wang, Mingchun Shi

Author Affiliations +

Proceedings Volume 12302, Seventh International Conference on Electromechanical Control Technology and Transportation (ICECTT 2022); 123023S (2022) https://doi.org/10.1117/12.2645491
Event: Seventh International Conference on Electromechanical Control Technology and Transportation (ICECTT 2022), 2022, Guangzhou, China

Abstract

Most of the fixed traffic detectors on urban roads are mainly based on one type of detector layout. For a specific area, the detection accuracy and layout cost of the detector layout in this way cannot meet the requirements of this road section. Therefore, according to the NSGA-II multi-objective algorithm rule, to accurately collect urban road traffic flow information and the lowest cost of coordinated deployment of traffic flow detectors, a mathematical model based on the accuracy of traffic flow detection and the lowest deployment cost is created. The type and quantity of λ are variables, and the NSGA-II multi-objective algorithm is used to obtain the type and an optimal number of detectors for co-optimization of detectors in a specific area. Compared with the traffic flow detection accuracy of a single detector in a specific area and the deployment cost that meets the detection conditions, the coordinated deployment and collaborative detection of multiple detectors not only significantly improves the traffic flow detection accuracy in this area, but also reduces the deployment cost.

Citation Download Citation

Ganggang Jia, Bing Wang, and Mingchun Shi "Research on the collaborative layout of urban road fixed traffic detectors based on the NSGA-II algorithm", Proc. SPIE 12302, Seventh International Conference on Electromechanical Control Technology and Transportation (ICECTT 2022), 123023S (23 November 2022); https://doi.org/10.1117/12.2645491

ACCESS THE FULL ARTICLE

INSTITUTIONAL
Select your institution to access the SPIE Digital Library.

SELECT YOUR INSTITUTION

PERSONAL
Sign in with your SPIE account to access your personal subscriptions or to use specific features such as save to my library, sign up for alerts, save searches, etc.

PERSONAL SIGN IN

No SPIE Account? Create one

PURCHASE THIS CONTENT

SUBSCRIBE TO DIGITAL LIBRARY

50 downloads per 1-year subscription

Members: $195

Non-members: $335 ADD TO CART

25 downloads per 1 - year subscription

Members: $145

Non-members: $250 ADD TO CART

PURCHASE SINGLE ARTICLE

Includes PDF, HTML & Video, when available

Members: $17.00

Non-members: $21.00 ADD TO CART

PROCEEDINGS
7 PAGES

DOWNLOAD PAPER SAVE TO MY LIBRARY

GET CITATION

RIGHTS & PERMISSIONS

Get copyright permission Get copyright permission on Copyright Marketplace

KEYWORDS

Sensors

Roads

Detection and tracking algorithms

Optimization (mathematics)

Mathematical modeling

Video

Infrared sensors

Show All Keywords

Keywords/Phrases

Search In:

Publication Years