Price of anarchy of traffic assignment with exponential cost functions

被引:1
|
作者
Qiao, Jianglin [1 ,2 ]
de Jonge, Dave [2 ]
Zhang, Dongmo [1 ]
Simoff, Simeon [1 ]
Sierra, Carles [2 ]
Du, Bo [3 ]
机构
[1] Western Sydney Univ, Sch Comp Data & Math Sci, Penrith, NSW, Australia
[2] CSIC, Spanish Council Sci Res, Artificial Intelligence Res Inst, Bellaterra, Catalonia, Spain
[3] Univ Wollongong, SMART Infrastructure Facil, Wollongong, Australia
关键词
Price of anarchy; Congestion game; Traffic assignment; Multi-agent system; TRANSPORTATION NETWORKS; USER EQUILIBRIUM; UNIQUENESS;
D O I
10.1007/s10458-023-09625-6
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
The rapid evolution of technology in connected automated and autonomous vehicles offers immense potential for revolutionizing future intelligent traffic control and management. This potential is exemplified by the diverse range of control paradigms, ranging from self-routing to centralized control. However, the selection among these paradigms is beyond technical consideration but a delicate balance between autonomous decision-making and holistic system optimization. A pivotal quantitative parameter in navigating this balance is the concept of the "price of anarchy" (PoA) inherent in autonomous decision frameworks. This paper analyses the price of anarchy for road networks with traffic of CAV. We model a traffic network as a routing game in which vehicles are selfish agents who choose routes to travel autonomously to minimize travel delays caused by road congestion. Unlike existing research in which the latency function of road congestion was based on polynomial functions like the well-known BPR function, we focus on routing games where an exponential function can specify the latency of road traffic. We first calculate a tight upper bound for the price of anarchy for this class of games and then compare this result with the tight upper bound of the PoA for routing games with the BPR latency function. The comparison shows that as long as the traffic volume is lower than the road capacity, the tight upper bound of the PoA of the games with the exponential function is lower than the corresponding value with the BPR function. Finally, numerical results based on real-world traffic data demonstrate that the exponential function can approximate road latency as close as the BPR function with even tighter exponential parameters, which results in a relatively lower upper bound.
引用
收藏
页数:32
相关论文
共 50 条
  • [1] Price of anarchy of traffic assignment with exponential cost functions
    Jianglin Qiao
    Dave de Jonge
    Dongmo Zhang
    Simeon Simoff
    Carles Sierra
    Bo Du
    [J]. Autonomous Agents and Multi-Agent Systems, 2023, 37
  • [2] The Price of Anarchy of Non-Uniform Altruism Traffic Assignment
    Yu, Xiao-Jun
    [J]. MATERIALS, MECHATRONICS AND AUTOMATION, PTS 1-3, 2011, 467-469 : 475 - 480
  • [3] BOUNDS ON PRICE OF ANARCHY ON LINEAR COST FUNCTIONS
    Sha, Fan
    Han, Deren
    Zhong, Weijun
    [J]. JOURNAL OF INDUSTRIAL AND MANAGEMENT OPTIMIZATION, 2015, 11 (04) : 1165 - 1173
  • [4] The Price of Anarchy in Transportation Networks by Estimating User Cost Functions from Actual Traffic Data
    Zhang, Jing
    Pourazarm, Sepideh
    Cassandras, Christos G.
    Paschalidis, Ioannis Ch.
    [J]. 2016 IEEE 55TH CONFERENCE ON DECISION AND CONTROL (CDC), 2016, : 789 - 794
  • [5] Price of anarchy for reliability-based traffic assignment and network design
    Szeto, W. Y.
    Wang, Anny B.
    [J]. TRANSPORTMETRICA A-TRANSPORT SCIENCE, 2015, 11 (07) : 603 - 635
  • [6] Equitable traffic assignment with environmental cost functions
    Benedek, CM
    Rilett, LR
    [J]. JOURNAL OF TRANSPORTATION ENGINEERING-ASCE, 1998, 124 (01): : 16 - 22
  • [7] The price of anarchy in an exponential multi-server
    Haviv, Moshe
    Roughgarden, Tim
    [J]. OPERATIONS RESEARCH LETTERS, 2007, 35 (04) : 421 - 426
  • [8] The price of anarchy for polynomial social cost
    Gairing, Martin
    Luecking, Thomas
    Mavronicolas, Marios
    Monien, Burkhard
    [J]. THEORETICAL COMPUTER SCIENCE, 2006, 369 (1-3) : 116 - 135
  • [9] The price of anarchy for polynomial social cost
    Gairing, M
    Lücking, T
    Mavronicolas, M
    Monien, B
    [J]. MATHEMATICAL FOUNDATIONS OF COMPUTER SCIENCE 2004, PROCEEDINGS, 2004, 3153 : 574 - 585
  • [10] The price of anarchy of a network creation game with exponential payoff
    Baumann, Nadine
    Stiller, Sebastian
    [J]. ALGORITHMIC GAME THEORY, PROCEEDINGS, 2008, 4997 : 218 - +