Simulation-Based Benefit Analysis of Pattern Recognition Application in Intelligent Transportation Systems

被引:0
|
作者
Ibrahim, Hamdy [2 ]
Far, Behrouz H. [1 ]
机构
[1] Univ Calgary, Dept Elect & Comp Engn, Calgary, AB T2N 1N4, Canada
[2] Menoufia Univ, Fac Comp & Informat, Dept Informat Syst, Shibin Al Kawm, Egypt
关键词
D O I
暂无
中图分类号
TP301 [理论、方法];
学科分类号
081202 ;
摘要
Modeling and simulation of transportation systems are extensively used because of high costs and potential safety and security issues associated with its prototyping in a real traffic. Modeling and simulation play a key role in understanding real systems through abstraction and evaluating new technologies. In this paper, we conducted a simulationbased analysis to assess potential benefits of applying pattern recognition in Intelligent Transportation Systems (ITS). We used integrated transport modeling and simulation software called AIMSUN to develop a model for a real highway road. We also developed a number of plug-in software modules which implement pattern recognition, route guidance, and message communication features. We used the developed model in two congestion-oriented scenarios, called reactive and proactive. The simulation results were promising and showed that integrating pattern recognition into transportation systems improves mobility, reduces travel time, and reduces congestion resolution time. In particular, there is 5% to 30% reduction in the average travel time and 8% to 41% reduction in the average congestion resolution time.
引用
收藏
页码:507 / 512
页数:6
相关论文
共 50 条
  • [41] Intelligent simulation-based scheduling of workcells: An approach
    SPL WorldGroup Pte Ltd, Singapore
    [J]. Integr Manuf Syst, 1 (6-22):
  • [42] Intelligent Controller Based on Pattern Recognition
    Li Xin
    Zhang Li-zhen
    [J]. 2011 INTERNATIONAL CONFERENCE ON ELECTRONICS, COMMUNICATIONS AND CONTROL (ICECC), 2011, : 1512 - 1515
  • [43] Performance Analysis of the Intelligent Transportation Systems
    Tissayakorn, Kittipong
    Akagi, Fumio
    Song, Yu
    [J]. WORLD CONGRESS ON ENGINEERING AND COMPUTER SCIENCE, WCECS 2013, VOL II, 2013, Ao, : 1107 - +
  • [44] SIMULATION AND ANALYSIS OF BIOCHEMICAL SYSTEMS .3. ANALYSIS AND PATTERN RECOGNITION
    GARFINKEL, D
    POLK, W
    HIGGINS, JJ
    OCHSER, RT
    [J]. COMMUNICATIONS OF THE ACM, 1962, 5 (02) : 115 - 118
  • [45] RECURSIVE OPTIMIZATION AND SIMULATION APPROACH TO ANALYSIS WITH AN APPLICATION TO TRANSPORTATION SYSTEMS
    NOLAN, RL
    SOVEREIG.MG
    [J]. MANAGEMENT SCIENCE SERIES B-APPLICATION, 1972, 18 (12): : B676 - B690
  • [46] Based on the logistics and transportation planning and simulation in the field of intelligent transportation
    Wan, Jun
    Wang, Jingyi
    [J]. SEVENTH INTERNATIONAL CONFERENCE ON TRAFFIC ENGINEERING AND TRANSPORTATION SYSTEM, ICTETS 2023, 2024, 13064
  • [47] DOTSIM A Simulation-based Optimization Methodology for the Optimal Duplication Sequence on Freight Transportation Systems
    Araujo, Heygon
    Vale, Samyr
    [J]. ICEIS: PROCEEDINGS OF THE 19TH INTERNATIONAL CONFERENCE ON ENTERPRISE INFORMATION SYSTEMS - VOL 2, 2017, : 459 - 466
  • [48] EVALUATION OF TRANSPORTATION CONTRACT USING SIMULATION-BASED APPROACH
    Setamanit, Siri-on
    Sirasuk, Nattaya
    [J]. PICMET '12: PROCEEDINGS - TECHNOLOGY MANAGEMENT FOR EMERGING TECHNOLOGIES, 2012, : 3570 - 3603
  • [49] SIMULATION-BASED OPTIMIZATION OF A COMPLEX MAIL TRANSPORTATION NETWORK
    Syberfeldt, Anna
    Grimm, Henrik
    Ng, Amos
    Andersson, Martin
    Karlsson, Ingemar
    [J]. 2008 WINTER SIMULATION CONFERENCE, VOLS 1-5, 2008, : 2625 - 2631
  • [50] A Simulation-Based Optimization Framework for Urban Transportation Problems
    Osorio, Carolina
    Bierlaire, Michel
    [J]. OPERATIONS RESEARCH, 2013, 61 (06) : 1333 - 1345