A Google-like model of road network dynamics and its application to regulation and control

被引:63
作者
Crisostomi, E. [1 ]
Kirkland, S. [2 ]
Shorten, R. [2 ]
机构
[1] Univ Pisa, Dept Energy & Syst Engn, Pisa, Italy
[2] Natl Univ Ireland, Hamilton Inst, Maynooth, Kildare, Ireland
基金
爱尔兰科学基金会;
关键词
Markov chains; road network dynamics; spectral analysis; PERTURBATION BOUNDS; MARKOV-CHAIN;
D O I
10.1080/00207179.2011.568005
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Inspired by the ability of Markov chains to model complex dynamics and handle large volumes of data in Google's PageRank algorithm, a similar approach is proposed here to model road network dynamics. The central component of the Markov chain is the transition matrix which can be completely constructed by easily collecting traffic data. The proposed model is validated using the popular mobility simulator SUMO. Markov chain theory and spectral analysis of the transition matrix are then shown to reveal non- evident properties of the underlying road network and to correctly predict consequences of road network modifications. Preliminary results from possible applications are shown and simple practical examples are provided throughout this article to clarify and support the theoretical expectations.
引用
收藏
页码:633 / 651
页数:19
相关论文
共 35 条
  • [1] [Anonymous], 2006, Google's PageRank and beyond: the science of search engine rankings
  • [2] [Anonymous], 2000, Dynamic programming and optimal control
  • [3] [Anonymous], 2009, MARKOV CHAINS STOCHA
  • [4] Barth M., 2009, Access Magazine, V35, P2
  • [5] On a paradox of traffic planning
    Braess, D
    Nagurney, A
    Wakolbinger, T
    [J]. TRANSPORTATION SCIENCE, 2005, 39 (04) : 446 - 450
  • [6] Braess D., 1968, Unternehmensforschung, V12, P258, DOI DOI 10.1007/BF01918335
  • [7] Comparison of perturbation bounds for the stationary distribution of a Markov chain
    Cho, GE
    Meyer, CD
    [J]. LINEAR ALGEBRA AND ITS APPLICATIONS, 2001, 335 : 137 - 150
  • [8] CRISOSTOMI E, 2011, P IFAC WORLD C IT
  • [9] On the approximation of complicated dynamical behavior
    Dellnitz, M
    Junge, O
    [J]. SIAM JOURNAL ON NUMERICAL ANALYSIS, 1999, 36 (02) : 491 - 515
  • [10] Dijkstra E. W., 1959, Numerische Mathematik, V1, P269, DOI [10.1007/BF01386390, DOI 10.1007/BF01386390]