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无人飞机在交通信息采集中的研究进展和展望

彭仲仁 刘晓锋 张立业 孙健

彭仲仁, 刘晓锋, 张立业, 孙健. 无人飞机在交通信息采集中的研究进展和展望[J]. 交通运输工程学报, 2012, 12(6): 119-126. doi: 10.19818/j.cnki.1671-1637.2012.06.018
引用本文: 彭仲仁, 刘晓锋, 张立业, 孙健. 无人飞机在交通信息采集中的研究进展和展望[J]. 交通运输工程学报, 2012, 12(6): 119-126. doi: 10.19818/j.cnki.1671-1637.2012.06.018
PENG Zhong-ren, LIU Xiao-feng, ZHANG Li-ye, SUN Jian. Research progress and prospect of UAV applications in transportation information collection[J]. Journal of Traffic and Transportation Engineering, 2012, 12(6): 119-126. doi: 10.19818/j.cnki.1671-1637.2012.06.018
Citation: PENG Zhong-ren, LIU Xiao-feng, ZHANG Li-ye, SUN Jian. Research progress and prospect of UAV applications in transportation information collection[J]. Journal of Traffic and Transportation Engineering, 2012, 12(6): 119-126. doi: 10.19818/j.cnki.1671-1637.2012.06.018

无人飞机在交通信息采集中的研究进展和展望

doi: 10.19818/j.cnki.1671-1637.2012.06.018
基金项目: 

国家863计划项目 2009AA11Z220

国家自然科学基金项目 71101109

详细信息
    作者简介:

    彭仲仁(1963-), 男, 湖南茶陵人, 上海交通大学教授, 工学博士, 从事交通信息工程及地理信息系统研究

  • 中图分类号: V279

Research progress and prospect of UAV applications in transportation information collection

More Information
    Author Bio:

    PENG Zhong-ren(1963-), male, professor, PhD, +86-21-69583695, zrpeng@sjtu.edu.cn

  • 摘要: 以无人飞机多次试飞试验和相关研究成果为基础, 分析了无人飞机在交通信息采集、处理与应用中的可能性及主要挑战, 从不同角度展望了无人飞机在交通规划与仿真、道路监控、应急调度和城市交通拥堵分析等领域的应用前景。分析结果表明: 应用无人飞机可以弥补现有交通信息采集技术的不足, 是有效采集连续交通信息的新手段; 随着动态交通视频处理技术的发展, 从无人飞机采集的视频中可以自动提取交通信息; 应用无人飞机采集的交通信息可用于应急调度、车辆跟驰、换道行为与交通拥挤等方面的研究; 无人飞机动态交通视频处理技术的适应性还有待提高; 利用无人飞机信息的车辆跟驰、换道行为与交通拥挤尚缺乏实证研究; 建立无人飞机与地面应急系统的通讯和协调系统及无人飞机-车-路协调通信系统是未来重要的研究方向。

     

  • 图  1  工作原理

    Figure  1.  Work principle

    图  2  研究框架

    Figure  2.  Research framework

    图  3  UAV飞行路径规划

    Figure  3.  UAV route planning

    图  4  检测信息时空分布

    Figure  4.  Spatio-temporal distribution of detection information

  • [1] COIFMAN B, MCCORD M, MISHALANI R G, et al. Roadway traffic monitoring from an unmanned aerial vehicle[J]. Intelligent Transport Systems, 2006, 153(1): 11-20.
    [2] AGRAWAL A, HICKMAN M. Automated extraction of queue lengths from airborne imagery[C]∥IEEE. Proceedings of the 7th international IEEE Conference on Intelligent Transporta-tion Systems. Washington DC: IEEE, 2004: 297-302.
    [3] RUHE M, KUHNE R, ERNST I, et al. Airborne systems and data fusion for traffic surveillance and forecast for the soccer world cup[C]∥TRB. Proceedings of the86th Annual Transportation Research Board Meeting. Washington DC: TRB, 2007: 311-326.
    [4] 刘晓锋, 常云涛, 王珣. 稀疏路网条件下的无人飞机交通监控部署方法[J]. 公路交通科技, 2012, 29(3): 124-130. doi: 10.3969/j.issn.1002-0268.2012.03.022

    LIU Xiao-feng, CHANG Yun-tao, WANG Xun. An UAV allo-cation method for traffic surveillance in sparse road network[J]. Journal of Highway and Transportation Research and Devel-opment, 2012, 29(3): 124-130. (in Chinese). doi: 10.3969/j.issn.1002-0268.2012.03.022
    [5] LIU Xiao-feng, PENG Zhong-ren, CHANG Yun-tao, et al. Multi-objective evolutionary approach for UAV cruise route planning to collect traffic information[J]. Journal of Central South University, 2012, 19(12): 3614-3621. doi: 10.1007/s11771-012-1449-8
    [6] 储浩, 杨晓光, 吴志周. 交通移动采集技术及其适用性分析[J]. ITS通讯, 2005, 10(5): 57-60. https://cpfd.cnki.com.cn/Article/CPFDTOTAL-JTDX200507001082.htm

    CHU Hao, YANG Xiao-guang, WU Zhi-zhou. The traffic moving-collection technology and its applicability[J]. Intelli-gent Transportation Systems, 2005, 10(5): 57-60. (in Chinese). https://cpfd.cnki.com.cn/Article/CPFDTOTAL-JTDX200507001082.htm
    [7] COIFMAN B, MCCORD M, MISHALANI M, et al. Surface transportation surveillance from unmanned aerial vehicles[C]∥TRB. Proceedings of the83rd Annual Transportation Research Board Meeting. Washington DC: TRB, 2004: 101-107.
    [8] 刘晓锋, 彭仲仁, 张立业, 等. 面向交通信息采集的无人飞机路径规划[J]. 交通运输系统工程与信息, 2012, 12(1): 91-97. doi: 10.3969/j.issn.1009-6744.2012.01.014

    LIU Xiao-feng, PENG Zhong-ren, ZHANG Li-ye, et al. Unmanned aerial vehicle route planning for traffic information collection[J]. Journal of Transportation Systems Engineering and Information Technology, 2012, 12(1): 91-97. (in Chinese). doi: 10.3969/j.issn.1009-6744.2012.01.014
    [9] 彭辉, 王林, 沈林成. 区域目标搜索中基于改进RRT的UAV实时航迹规划[J]. 国防科技大学学报, 2009, 31(5): 86-91. doi: 10.3969/j.issn.1001-2486.2009.05.017

    PENG Hui, WANG Lin, SHEN Lin-cheng. The modified RRT-based rea1-time route planning for UAV area target searching[J]. Journal of National University of Defense Technology, 2009, 31(5): 86-91. (in Chinese). doi: 10.3969/j.issn.1001-2486.2009.05.017
    [10] 赵锋, 杨伟, 王伟, 等. 基于组合优化算法的无人机航迹规划方法研究[J]. 弹箭与制导学报, 2009, 29(2): 282-292. doi: 10.3969/j.issn.1673-9728.2009.02.078

    ZHAO Feng, YANG Wei, WANG Wei, et al. A study of UAV trajectory planning approach based on combined optimi-zation method[J]. Journal of Projectiles, Rockets, Missiles and Guidance, 2009, 29(2): 282-292. (in Chinese). doi: 10.3969/j.issn.1673-9728.2009.02.078
    [11] 张艳, 高晓光, 魏小丰. 四维空间中的无人机动态路径规划及仿真[J]. 系统仿真学报, 2009, 21(24): 7838-7841. https://www.cnki.com.cn/Article/CJFDTOTAL-XTFZ200924035.htm

    ZHANG Yan, GAO Xiao-guang, WEI Xiao-feng. Simulation of dynamic path planning for UAV in 4Dspace[J]. Journal of System Simulation, 2009, 21(24): 7838-7841. (in Chinese). https://www.cnki.com.cn/Article/CJFDTOTAL-XTFZ200924035.htm
    [12] HUTCHISON M G. A method for estimating range requirements of tactical reconnaissance UAVs[C]∥AIAA. Proceedings of 1st AIAA Technical Conference and Workshop on Unmanned Aerospace Vehicles. Portsmouth: AIAA, 2002: 1-12.
    [13] TIAN Jing, SHEN Lin-cheng, ZHENG Yan-xing. Genetic algorithm based approach for multi-UAV cooperative reconnaissance mission planning problem[C]∥Springer. Proceedings of the 16th International Conference on Foundations of Intelligent Systems. Berlin: Springer, 2006: 101-110.
    [14] YAN Qing-yu, PENG Zhong-ren, CHANG Yun-tao. Unmanned aerial vehicle cruise route optimization model for sparse roadnetwork[C]∥TRB. Proceedings of the 90th Annual Transportation Research Board Meeting. Washington DC: TRB, 2011: 432-445.
    [15] PURI A, VALAVANIS K P, KONTITSIS M. Generating traffic statistical profiles using unmanned helicopter-based video data[C]∥IEEE. Proceedings of the 2007IEEE International Conference on Robotics and Automation. Roma: IEEE, 2007: 870-876.
    [16] PURI A, VALAVANIS K P, KONTITSIS M. Statistical profile generation for traffic monitoring using real-time UAV based video data[C]∥IEEE. Proceedings of the 2007 Mediterranean Conference on Control and Automation. Athens: IEEE, 2007: 34-40.
    [17] MCCORD M R, MISHALANI R G, COIFMAN B, et al. Determining origin-destination flows across a two-intersection network from non-overlapping UAV and ground-based imagery[C]∥WANG K C P, SMITH B L, UZARSKI D R, et al. Proceedings of the 9th International Conference on Applications of Advanced Technology in Transportation. Chicago: the American Society of Civil Engineers, 2006: 647-652.
    [18] BHASKAR A, CHUNG E, DUMONT A. Fusing loop detector and probe vehicle data to estimate travel time statistics on signalized urban networks[J]. Computer-Aided Civil and Infrastructure Engineering, 2011, 26(6): 433-450. doi: 10.1111/j.1467-8667.2010.00697.x
    [19] DIA H, THOMAS K. Development and evaluation of arterial incident detection models using fusion of simulated probe vehicle and loop detector data[J]. Information Fusion, 2011, 12(1): 20-27. doi: 10.1016/j.inffus.2010.01.001
    [20] ANGEL A, HICKMAN M, MIRCHANDANI P B, et al. Methods of analyzing traffic imagery collected from aerial platforms[J]. IEEE Transactions on Intelligent Transportation Systems, 2003, 4(2): 99-107. doi: 10.1109/TITS.2003.821208
    [21] CAO Xian-bin, WU Chang-xia, LAN Jin-he, et al. Vehicle detection and motion analysis in low-altitude airborne video under urban environment[J]. IEEE Transactions on Circuits and Systems for Video Technology, 2011, 21(10): 15221533.
    [22] ANGEL A, HICKMAN M, MIRCHANDANI P, et al. Methods of traffic data collection, using aerial video[C]∥IEEE. Proceedings of the 5th International Conference on Intelligent Transportation Systems. Singapore: IEEE, 2002: 31-36.
    [23] REINARTZ P, LACHAISE M, SCHMEER E, et al. Traffic monitoring with serial images from airborne cameras[J]. ISPRS Journal of Photogrammetry and Remote Sensing, 2006, 61(3): 149-158.
    [24] SHASTRY A C, SCHOWENGERDT R A. Airborne video registration and traffic-flow parameter estimation[J]. IEEE Transactions on Intelligent Transportation Systems, 2005, 6(4): 391-405. doi: 10.1109/TITS.2005.858621
    [25] ZHANG C S. An UAV-based photogrammetric mapping system for road condition assessment[C]∥PRSSIS. Proceedings of the 2008Photogrammetry, Remote Sensing and Spatial Information Sciences. Beijing: PRSSIS, 2008: 627-631.
    [26] SUN D J, KONDYLI A. Modeling vehicle interactions during lane-changing behavior on arterial streets[J]. ComputerAided Civil and Infrastructure Engineering, 2010, 25(8): 557-571. doi: 10.1111/j.1467-8667.2010.00679.x
    [27] SUN D J, ELEFTERIADOU L. Research and implementation of lane-changing model based on driver behavior[J]. Transportation Research Record, 2010(2161): 1-10.
    [28] LIU Xiao-feng, SUN Jian, CHANG Yun-tao, et al. Traffic status evaluation based on fuzzy clustering and rbf neural network[C]∥IEEE. Proceedings of the 7th International Conference on Fuzzy Systems and Knowledge Discovery. Yantai: IEEE, 2010: 1405-1408.
    [29] 孙健, 刘琼, 彭仲仁. 城市交通拥挤成因及时空演化规律分析——以深圳市为例[J]. 交通运输系统工程与信息, 2011, 11(5): 86-93. https://www.cnki.com.cn/Article/CJFDTOTAL-YSXT201105014.htm

    SUN Jian, LIU Qiong, PENG Zhong-ren. Research and analysis on causality and spatial-temporal evolution of urban traffic congestions—a case study on Shenzhen of China[J]. Journal of Transportation Systems Engineering and Information Technology, 2011, 11(5): 86-93. (in Chinese). https://www.cnki.com.cn/Article/CJFDTOTAL-YSXT201105014.htm
    [30] 刘建华. 城市道路常发性交通拥挤扩散范围估计方法研究[D]. 长春: 吉林大学, 2007.

    LIU Jian-hua. The research on the diffusion of recurrent congestion on urban road and forecasting method[D]. Changchun: Jilin University, 2007. (in Chinese).
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出版历程
  • 收稿日期:  2012-08-30
  • 刊出日期:  2012-12-25

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