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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Main Authors: Jinjian Li, Biao Yin, Yong Fang
Format: Article
Language:English
Published: MDPI AG 2023-05-01
Series:Machines
Subjects:
Online Access:https://www.mdpi.com/2075-1702/11/5/573
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author Jinjian Li
Biao Yin
Yong Fang
author_facet Jinjian Li
Biao Yin
Yong Fang
author_sort Jinjian Li
collection DOAJ
description 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.
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spelling doaj.art-feafaa8dae224c19a73fdce1b2bd6a942023-11-18T02:12:05ZengMDPI AGMachines2075-17022023-05-0111557310.3390/machines11050573Collection Auctions-Based Autonomous Intersection ManagementJinjian Li0Biao Yin1Yong Fang2College of Language Intelligence, Sichuan International Studies University, Chongqing 400031, ChinaLVMT, Ecole des Ponts ParisTech, Université Gustave Eiffel, 77420 Champs-sur-Marne, FranceTraffic and Transportation School, Chongqing Jiaotong University, Chongqing 400074, ChinaThe 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.https://www.mdpi.com/2075-1702/11/5/573language intelligencetraffic management systempersonal preferencesocial creditoptimization
spellingShingle Jinjian Li
Biao Yin
Yong Fang
Collection Auctions-Based Autonomous Intersection Management
Machines
language intelligence
traffic management system
personal preference
social credit
optimization
title Collection Auctions-Based Autonomous Intersection Management
title_full Collection Auctions-Based Autonomous Intersection Management
title_fullStr Collection Auctions-Based Autonomous Intersection Management
title_full_unstemmed Collection Auctions-Based Autonomous Intersection Management
title_short Collection Auctions-Based Autonomous Intersection Management
title_sort collection auctions based autonomous intersection management
topic language intelligence
traffic management system
personal preference
social credit
optimization
url https://www.mdpi.com/2075-1702/11/5/573
work_keys_str_mv AT jinjianli collectionauctionsbasedautonomousintersectionmanagement
AT biaoyin collectionauctionsbasedautonomousintersectionmanagement
AT yongfang collectionauctionsbasedautonomousintersectionmanagement