Multi-objective evolutionary approach for UAV cruise route planning to collect traffic information

被引:0
|
作者
刘晓锋 [1 ]
彭仲仁 [1 ]
常云涛 [1 ]
张立业 [1 ]
机构
[1] School of Transportation Engineering,Tongji University
基金
国家高技术研究发展计划(863计划);
关键词
traffic information collection; unmanned aerial vehicle; cruise route planning; multi-objective optimization;
D O I
暂无
中图分类号
V279 [无人驾驶飞机]; U491 [交通工程与交通管理];
学科分类号
1111 ;
摘要
Unmanned aerial vehicle(UAV)was introduced as a novel traffic device to collect road traffic information and its cruise route planning problem was considered.Firstly,a multi-objective optimization model was proposed aiming at minimizing the total cruise distance and the number of UAVs used,which used UAV maximum cruise distance,the number of UAVs available and time window of each monitored target as constraints.Then,a novel multi-objective evolutionary algorithm was proposed.Next,a case study with three time window scenarios was implemented.The results show that both the total cruise distance and the number of UAVs used continue to increase with the time window constraint becoming narrower.Compared with the initial optimal solutions,the optimal total cruise distance and the number of UAVs used fall by an average of 30.93% and 31.74%,respectively.Finally,some concerns using UAV to collect road traffic information were discussed.
引用
收藏
页码:3614 / 3621
页数:8
相关论文
共 50 条
  • [1] Multi-objective evolutionary approach for UAV cruise route planning to collect traffic information
    Xiao-feng Liu
    Zhong-ren Peng
    Yun-tao Chang
    Li-ye Zhang
    Journal of Central South University, 2012, 19 : 3614 - 3621
  • [2] Multi-objective evolutionary approach for UAV cruise route planning to collect traffic information
    Liu Xiao-feng
    Peng Zhong-ren
    Chang Yun-tao
    Zhang Li-ye
    JOURNAL OF CENTRAL SOUTH UNIVERSITY, 2012, 19 (12) : 3614 - 3621
  • [3] Multi-Objective UAV Mission Planning Using Evolutionary Computation
    Pohl, Adam J.
    Lamont, Gary B.
    2008 WINTER SIMULATION CONFERENCE, VOLS 1-5, 2008, : 1268 - 1279
  • [4] Route Planning for Autonomous Driving Based on Traffic Information via Multi-Objective Optimization
    Zhang, Meng-Yue
    Yang, Shi-Chun
    Feng, Xin-Jie
    Chen, Yu-Yi
    Lu, Jia-Yi
    Cao, Yao-Guang
    APPLIED SCIENCES-BASEL, 2022, 12 (22):
  • [5] Multi objective route planning for UAV
    Chen, Xing
    Xu, Rong
    Zhao, Jiabao
    2017 4TH INTERNATIONAL CONFERENCE ON INFORMATION SCIENCE AND CONTROL ENGINEERING (ICISCE), 2017, : 1023 - 1027
  • [6] A Multi-objective Optimization Model for Planning Unmanned Aerial Vehicle Cruise Route
    Liu, Xiaofeng
    Gao, Limei
    Guan, Zhiwei
    Song, Yuqing
    Zhang, Rui
    INTERNATIONAL JOURNAL OF ADVANCED ROBOTIC SYSTEMS, 2016, 13
  • [7] An Evolutionary Multi-objective Approach for Dynamic Mission Planning
    Lam Thu Bui
    Michalewicz, Zbignew
    2010 IEEE CONGRESS ON EVOLUTIONARY COMPUTATION (CEC), 2010,
  • [8] A flexible reference point-based multi-objective evolutionary algorithm: An application to the UAV route planning problem
    Dasdemir, Erdi
    Koksalan, Murat
    Ozturk, Diclehan Tezcaner
    COMPUTERS & OPERATIONS RESEARCH, 2020, 114
  • [9] Comparisons of a Multi-Objective Compromise Weight Model and a Multi-Objective Evolutionary Algorithm in Hazmat Transportation Route Planning
    Hu, Ta-Yin
    Hsu, Yu-Cheng
    Liao, Tsai-Yun
    TRANSPORTATION RESEARCH RECORD, 2021, 2675 (01) : 161 - 171
  • [10] UAV swarm mission planning and routing using multi-objective evolutionary algorithms
    Lamont, Gary B.
    Slear, James N.
    Melendez, Kenneth
    2007 IEEE SYMPOSIUM ON COMPUTATIONAL INTELLIGENCE IN MULTI-CRITERIA DECISION MAKING, 2007, : 10 - +