Collection Auctions-Based Autonomous Intersection Management

The traffic management system holds immense importance due to its significant impact on human living standards. With the advent of advanced technologies such as natural language processing and autonomous vehicles, this study proposes a novel cooperative traffic management system based on collection...

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Published inMachines (Basel) Vol. 11; no. 5; p. 573
Main Authors Li, Jinjian, Yin, Biao, Fang, Yong
Format Journal Article
LanguageEnglish
Published Basel MDPI AG 01.05.2023
MDPI
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ISSN2075-1702
2075-1702
DOI10.3390/machines11050573

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Abstract The traffic management system holds immense importance due to its significant impact on human living standards. With the advent of advanced technologies such as natural language processing and autonomous vehicles, this study proposes a novel cooperative traffic management system based on collection auctions at an isolated unsignalized intersection, taking into account the users’ preferences for passing the intersection while being subject to their social credits. Once vehicles enter the vehicle-to-infrastructure communication zone, drivers provide the intersection control center with their bidding information, which reflects their urgency for right-of-way. According to the traffic and biding information, the vehicles’ passing sequence is optimized by the control center, in order to maximize the drivers’ average satisfaction. To demonstrate the effectiveness of the proposed system, a series of simulation experiments were conducted under varying traffic volumes. The simulation results were then compared with several other traffic control systems from the literature. It was shown that the proposed algorithm demonstrates superior performance in terms of computational time, traffic delay, and drivers’ personal satisfaction.
AbstractList The traffic management system holds immense importance due to its significant impact on human living standards. With the advent of advanced technologies such as natural language processing and autonomous vehicles, this study proposes a novel cooperative traffic management system based on collection auctions at an isolated unsignalized intersection, taking into account the users’ preferences for passing the intersection while being subject to their social credits. Once vehicles enter the vehicle-to-infrastructure communication zone, drivers provide the intersection control center with their bidding information, which reflects their urgency for right-of-way. According to the traffic and biding information, the vehicles’ passing sequence is optimized by the control center, in order to maximize the drivers’ average satisfaction. To demonstrate the effectiveness of the proposed system, a series of simulation experiments were conducted under varying traffic volumes. The simulation results were then compared with several other traffic control systems from the literature. It was shown that the proposed algorithm demonstrates superior performance in terms of computational time, traffic delay, and drivers’ personal satisfaction.
Audience Academic
Author Yin, Biao
Li, Jinjian
Fang, Yong
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StartPage 573
SubjectTerms Algorithms
Auctions
Autonomous vehicles
Communication
Computational linguistics
Computer Science
Computing time
Control algorithms
Control centres
Control systems
Driverless cars
Efficiency
Engineering Sciences
Infrastructure
Intelligence
Language
language intelligence
Language processing
Natural language interfaces
Natural language processing
Operations Research
optimization
Other
personal preference
social credit
Traffic assignment
Traffic congestion
Traffic control
Traffic delay
Traffic flow
Traffic information
Traffic intersections
Traffic management
traffic management system
Vehicle-to-infrastructure
Vehicles
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