[1]齐小刚,李博,范英盛,等.多约束下多无人机的任务规划研究综述[J].智能系统学报,2020,15(2):204-217.[doi:10.11992/tis.201811018]
 QI Xiaogang,LI Bo,FAN Yingsheng,et al.A survey of mission planning on UAVs systems based on multiple constraints[J].CAAI Transactions on Intelligent Systems,2020,15(2):204-217.[doi:10.11992/tis.201811018]
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多约束下多无人机的任务规划研究综述

参考文献/References:
[1] 秦博, 王蕾. 无人机发展综述[J]. 飞航导弹, 2002(8): 4-10
QIN Bo, WANG Lei. Overview of UAV development[J]. Winged missiles journal, 2002(8): 4-10
[2] 孔嘉诚. 无人机(UAV)架构发展历程和方向[J]. 中国新通信, 2018, 20(2): 74
KONG Jiacheng. Architecture development history and direction of UAV[J]. China new telecommunications, 2018, 20(2): 74
[3] 李远. 多UAV协同任务资源分配与编队轨迹优化方法研究[D]. 长沙: 国防科学技术大学, 2011.
LI Yuan. Research on resources allocation and formation trajectories optimization for multiple UAVs cooperation mission[D]. Changsha: National University of Defense Technology, 2011.
[4] 赵明. 多无人机系统的协同目标分配和航迹规划方法研究[D]. 哈尔滨: 哈尔滨工业大学, 2016.
ZHAO Ming. Research on cooperative target assignment and path planning for multi-Unmanned aircraft system[D]. Harbin: Harbin Institute of Technology, 2016.
[5] 柳长安. 无人机航路规划方法研究[D]. 西安: 西北工业大学, 2003.
LIU Chang’an. Study on route planning method of UAV[D]. Xi’an: Northwestern Polytechnical University, 2003.
[6] ZHANG Xiangyin, DUAN Haibin. An improved constrained differential evolution algorithm for unmanned aerial vehicle global route planning[J]. Applied soft computing, 2015, 26: 270-284.
[7] 杜萍, 杨春. 飞行器航迹规划算法综述[J]. 飞行力学, 2005, 23(2): 10-14
DU Ping, YANG Chun. Introduction of air vehicle path planning algorithms[J]. Flight dynamics, 2005, 23(2): 10-14
[8] 闵昌万, 袁建平. 军用飞行器航迹规划综述[J]. 飞行力学, 1998, 16(4): 14-19
MIN Changwan, YUAN Jianping. Introduction of military aircraft route planning[J]. Flight dynamics, 1998, 16(4): 14-19
[9] 王春颖, 刘平, 秦洪政. 移动机器人的智能路径规划算法综述[J]. 传感器与微系统, 2018, 37(8): 5-8
WANG Chunying, LIU Ping, QIN Hongzheng. Review on intelligent path planning algorithm of mobile robots[J]. Transducer and microsystem technologies, 2018, 37(8): 5-8
[10] 杨晨, 张少卿, 孟光磊. 多无人机协同任务规划研究[J]. 指挥与控制学报, 2018, 4(3): 234-248
YANG Chen, ZHANG Shaoqing, MENG Guanglei. Multi-UAV cooperative mission planning[J]. Journal of command and control, 2018, 4(3): 234-248
[11] 邢立宁, 陈英武. 任务规划系统研究综述[J]. 火力与指挥控制, 2006, 31(4): 1-4
XING Lining, CHEN Yingwu. Overviews on mission planning system research[J]. Fire control and command control, 2006, 31(4): 1-4
[12] 魏瑞轩, 李学仁. 先进无人机系统与作战运用[M]. 北京: 国防工业出版社, 2014.
[13] 孙鑫, 陈晓东, 曹晓文, 等. 军用任务规划技术综述与展望[J]. 指挥与控制学报, 2018, 3(4): 289-298
SUN Xin, CHEN Xiaodong, CAO Xiaowen, et al. Review and prospect of military mission planning technology[J]. Journal of command and control, 2018, 3(4): 289-298
[14] 毛红保, 田松, 晁爱农. 无人机任务规划[M]. 北京: 国防工业出版社, 2015.
[15] SUD A, ANDERSEN E, CURTIS S, et al. Real-Time path planning in dynamic virtual environments using multiagent navigation graphs[J]. IEEE transactions on visualization and computer graphics, 2008, 14(3): 526-538.
[16] 林林. 基于协同机制的多无人机任务规划研究[D]. 北京: 北京邮电大学, 2013.
[17] 叶文, 廉华耕, 漆云海, 等. 无人机航路规划算法研究[J]. 电光与控制, 2011, 18(2): 8-12, 17
YE Wen, LIAN Huageng, QI Yunhai, et al. Path planning algorithm for UAV[J]. Electronics optics & control, 2011, 18(2): 8-12, 17
[18] BABEL L. Coordinated target assignment and UAV path planning with timing constraints[J]. Journal of intelligent & robotic systems, 2018.
[19] ZHEN Ziyang, XING Dongjing, GAO Chen. Cooperative search-attack mission planning for multi-UAV based on intelligent self-organized algorithm[J]. Aerospace science and technology, 2018, 76: 402-411.
[20] ZHENG Changwen, LI Lei, XU Fanjiang, et al. Evolutionary route planner for Unmanned Air Vehicles[J]. IEEE transactions on robotics, 2005, 21(4): 609-620.
[21] BELLINGHAM J, TILLERSON M, RICHARDS A, et al. Multi-task allocation and path planning for cooperating UAVs[C]//Proceedings of Cooperative Control: Models, Applications and Algorithms, Conference on Coordination, Control and Optimization. [S. l.] 2001: 1-19.
[22] 陈星. 无人机多目标的航线规划和任务分配算法研究[D]. 南京: 南京大学, 2018.
CHEN Xing. Research on multi-objective route planning and task allocation algorithm for UAVs[D]. Nanjing: Nanjing University, 2018.
[23] BROWN D T. Routing unmanned aerial vehicles while considering general restricted operating zones[D]. Ohio: Air Force Institute of Technology, 2001.
[24] 沈林成, 牛轶峰, 朱华勇. 多无人机自主协同控制理论与方法[M]. 北京: 国防工业出版社, 2013.
[25] BUI H, HAN Xu, MANDAL S, et al. Optimization-based decision support algorithms for a team-in-the-loop planning experiment[C]//Proceedings of IEEE International Conference on Systems, Man and Cybernetics. San Antonio, TX, USA, 2009: 4684-4689.
[26] 梁星星, 马扬, 冯旸赫, 等. 面向多旅行商问题的多目标模拟退火算法研究[J]. 南京师范大学学报(自然科学版), 2017, 40(3): 80-86
LIANG Xingxing, MA Yang, FENG Yanghe, et al. Research on multi-objective simulated annealing algorithm for multi-traveling salesman problem[J]. Journal of Nanjing Normal University (Natural Science Edition), 2017, 40(3): 80-86
[27] SOYLU B. A general variable neighborhood search heuristic for multiple traveling salesmen problem[J]. Computers & industrial engineering, 2015, 90: 390-401.
[28] KOTA L, JARMAI K. Mathematical modeling of multiple tour multiple traveling salesman problem using evolutionary programming[J]. Applied mathematical modelling, 2015, 39(12): 3410-3433.
[29] 刘光远, 贺一, 温万惠. 禁忌搜索算法及应用[M]. 北京: 科学出版社, 2014.
[30] 王凌. 智能优化算法及其应用[M]. 北京: 清华大学出版社, 2001.
[31] 夏洁, 高金源, 余舟毅. 基于禁忌搜索的启发式任务路径规划算法[J]. 控制与决策, 2002, 17(S1): 773-776
XIA Jie, GAO Jinyuan, YU Zhouyi. Heuristics decision algorithm for mission path planning based on tabu search[J]. Control and decision, 2002, 17(S1): 773-776
[32] 丁明跃. 无人飞行器航迹规划[M]. 北京: 电子工业出版社, 2009.
[33] 王宝广. 无人机任务规划系统研究[D]. 沈阳: 沈阳航空航天大学, 2013.
WANG Baoguang. The research of unmanned aerial vehicles mission planning system[D]. Shenyang: Shenyang Aerospace University, 2013.
[34] 贾广芝. 基于遗传算法和稀疏A*算法的无人机三维航迹规划研究[D]. 南京: 南京邮电大学, 2017.
JIA Guangzhi. Research on three-dimensional path planning of UAV based on genetic algorithm and sparse A* algorithm[D]. Nanjing: Nanjing University of Posts and Telecommunications, 2017.
[35] 周明, 孙树栋. 遗传算法原理及应用[M]. 北京: 国防工业出版社, 1999.
[36] 李华昌, 谢淑兰, 易忠胜. 遗传算法的原理与应用[J]. 矿冶, 2005, 14(1): 87-90
LI Huachang, XIE Shulan, YI Zhongsheng. Theory and application of genetic algorithm[J]. Mining and metallurgy, 2005, 14(1): 87-90
[37] 周爱武, 于亚飞. K-Means聚类算法的研究[J]. 计算机技术与发展, 2011, 21(2): 62-65
ZHOU Aiwu, YU Yafei. The research about clustering algorithm of K-Means[J]. Computer technology and development, 2011, 21(2): 62-65
[38] BORCHERS B. MINLP: branch and bound methods[M]//FLOUDAS C A, PARDALOS P M. Encyclopedia of Optimization. Boston, MA: Springer, 2001.
[39] 叶媛媛, 闵春平, 朱华勇, 等. 基于整数规划的多UCAV任务分配问题研究[J]. 信息与控制, 2005, 34(5): 548-552
YE Yuanyuan, MIN Chunping, ZHU Huayong, et al. Multiple UCAV mission assignment based on integer programming[J]. Information and control, 2005, 34(5): 548-552
[40] 杨杰, 席建祥, 王成, 等. 多无人机协同巡视任务规划方法综述[J]. 飞行力学, 2018, 36(5): 1-6
YANG Jie, XI Jianxiang, WANG Chneg, et al. Summary of multi-UAV cooperative patrol task planning methods[J]. Flight dynamics, 2018, 36(5): 1-6
[41] 程春英. 群体智能算法的研究及MATLAB实现[M]. 赤峰: 内蒙古科学技术出版社, 2015.
[42] 郑金华. 多目标进化算法及其应用[M]. 北京: 科学出版社, 2007.
[43] 云庆夏. 进化算法[M]. 北京: 冶金工业出版社, 2000.
[44] KENNEDY J, EBERHART R. Particle swarm optimization[C]//Proceedings of IEEE International Conference on Neural Networks. Perth, WA, Australia, 2002: 1942-1948.
[45] 李士波. 基于粒子群算法的多无人机任务分配[J]. 软件导刊, 2018, 17(7): 193-195, 213
LI Shibo. Multi-UCAV mission allocation based on particle swarm optimization[J]. Software guide, 2018, 17(7): 193-195, 213
[46] WU Xiande, BAI Wenbin, XIE Yaen, et al. A hybrid algorithm of particle swarm optimization, metropolis criterion and RTS smoother for path planning of UAVs[J]. Applied soft computing, 2018, 73: 735-747.
[47] 彭斯俊, 黄樟灿, 刘道海, 等. 基于蚂蚁系统的TSP问题的新算法[J]. 武汉汽车工业大学学报, 1998, 20(5): 88-92
PENG Sijun, HUANG Zhangcan, LIU Daohai, et al. Ant colony system: a new algorithm for TSP[J]. Journal of Wuhan Automotive Polytechnic University, 1998, 20(5): 88-92
[48] 杨剑峰. 蚁群算法及其应用研究[D]. 杭州: 浙江大学, 2007.
YANG Jianfeng. Research on Ant colony algorithm and its application[D]. Hangzhou: Zhejiang University, 2007.
[49] DORIGO M, STüTZLE T. The ant colony optimization metaheuristic: algorithms, applications, and advances[M]//GLOVER F, KOCHENBERGER G A. Handbook of Metaheuristics. Boston, MA: Springer, 2003: 250-285.
[50] 段海滨, 丁全心, 常俊杰, 等. 基于并行蚁群优化的多UCAV任务分配仿真平台[J]. 航空学报, 2008, 29(S1): 192-197
DUAN Haibin, DING Quanxin, CHANG Junjie, et al. Multi-UCAVs task assignment simulation platform based on parallel ant colony optimization[J]. Acta aeronautica et astronautica sinica, 2008, 29(S1): 192-197
[51] 高尚, 杨静宇. 群智能算法及其应用[M]. 北京: 中国水利水电出版社, 2006.
[52] 符小卫, 高晓光. 威胁联网环境下多无人机协同控制[M]. 北京: 科学出版社, 2018.
[53] 郑昌文, 严平, 丁明跃, 等. 飞行器航迹规划研究现状与趋势[J]. 宇航学报, 2007, 28(6): 1441-1446
ZHENG Changwen, YAN Ping, DING Mingyue, et al. Research status and trend of route planning for flying vehicles[J]. Journal of astronautics, 2007, 28(6): 1441-1446
[54] BORTOFF S A. Path planning for UAVs[C]//Proceedings of the 2000 American Control Conference. Chicago, IL, USA, 2002: 364-368.
[55] 孙洪俊. 小型无人机多机路径协同规划方法研究[D]. 沈阳: 沈阳航空航天大学, 2018.
SUN Hongjun. Research on the collaborative planning method of Multi -Small UAV path[D]. Shenyang: Shenyang Aerospace University, 2018.
[56] WANG Yu, WANG Shuo, TAN Min, et al. Real-time dynamic dubins-helix method for 3-D trajectory smoothing[J]. IEEE transactions on control systems technology, 2015, 23(2): 730-736.
[57] AMBROSINO G, ARIOLA M, CINIGLIO U, et al. Algorithms for 3D UAV Path Generation and Tracking[C]//Proceedings of the 45th IEEE Conference on Decision and Control. San Diego, CA, USA, 2006: 5275-5280.
[58] DUBINS L E. On curves of minimal length with a constraint on average curvature, and with prescribed initial and terminal positions and tangents[J]. American journal of mathematics, 1957, 79(3): 497-516.
[59] 韩松臣, 秦俊奇, 韩品尧, 等. 马尔可夫决策过程在目标分配中的应用[J]. 哈尔滨工业大学学报, 1996, 28(2): 32-36
HAN Songchen, QIN Junqi, HAN Pinyao, et al. An application of the Markov decision process to target assignment[J]. Journal of Harbin Institute of Technology, 1996, 28(2): 32-36
[60] ZENG Wenhui, YI Jin, RAO Xiao, et al. A two-stage path planning approach for multiple car-like robots based on PH curves and a modified harmony search algorithm[J]. Engineering optimization, 2017, 49(11): 1995-2012.
[61] KHATIB O. Real-time obstacle avoidance for manipulators and mobile robots[C]//Proceedings of IEEE International Conference on Robotics and Automation. St. Louis, MO, USA, 2003: 500-505.
[62] CONN R A, KAM M. Robot motion planning on N-dimensional star worlds among moving obstacles[J]. IEEE transactions on robotics and automation, 1998, 14(2): 320-325.
[63] 宋佳瑞. 基于人工势场法的机器人避障问题研究[D]. 沈阳: 沈阳工业大学, 2017.
SONG Jiarui. Obstacle avoidance problem study of Robot Based on Artificial Potential field method[D]. Shenyang: Shenyang University of Technology, 2017.
[64] 刘砚菊, 代涛, 宋建辉. 改进人工势场法的路径规划算法研究[J]. 沈阳理工大学学报, 2017, 36(1): 61-65, 76
LIU Yanju, DAI Tao, SONG Jianhui. Research of path planning algorithm based on improved artificial potential Field[J]. Journal of Shenyang Ligong University, 2017, 36(1): 61-65, 76
[65] 艾海舟, 张钹. 基于拓扑的路径规划问题的图形解法[J]. 机器人, 1990, 12(5): 20-24
AI Haizhou, ZHANG Bo. A graphic approach to path planning problem based on topological method[J]. Robot, 1990, 12(5): 20-24
[66] 王娟娟, 曹凯. 基于栅格法的机器人路径规划[J]. 农业装备与车辆工程, 2009(4): 14-17
WANG Juanjuan, CAO Kai. Path-planning for robot based on grid algorithm[J]. Agricultural equipment & vehicle engineering, 2009(4): 14-17
[67] 乐阳, 龚健雅. Dijkstra最短路径算法的一种高效率实现[J]. 武汉测绘科技大学学报, 1999, 24(3): 209-212
YUE Yang, GONG Jianya. An efficient implementation of shortest path algorithm based on Dijkstra Algorithm[J]. Journal of Wuhan Technical University of Surveying and Mapping, 1999, 24(3): 209-212
[68] 皇甫淑云, 唐守锋, 童紫原, 等. 自主移动机器人路径规划方法研究综述[J]. 软件导刊, 2018, 17(10): 1-5
HUANGFU Shuyun, TANG Shoufeng, TONG Ziyuan, et al. A survey of path planning methods for autonomous mobile robots[J]. Software guide, 2018, 17(10): 1-5
[69] HE Xiaoxi, CHEN Leiting. Path planning based on Grid-Potential fields[C]//Proceedings of 2008 International Conference on Computer Science and Software Engineering. Hubei, China, 2008: 1114-1116.
[70] BEARD R W, MCLAIN T W, GOODRICH M A, et al. Coordinated target assignment and intercept for unmanned air vehicles[J]. IEEE transactions on robotics and automation, 2002, 18(6): 911-922.
[71] OVERMARS M H. A random approach to motion planning[R]. RUU-CS-92-32. The Netherlands: Utrecht University, 1992.
[72] 齐乃明, 孙小雷, 董程, 等. 航迹预测的多无人机任务规划方法[J]. 哈尔滨工业大学学报, 2016, 48(4): 32-36
QI Naiming, SUN Xiaolei, DONG Cheng, et al. Mission planning based on path prediction for multiple UAVs[J]. Journal of Harbin Institute of Technology, 2016, 48(4): 32-36
[73] CAO Wen, SHI Hui, ZHU Shulong, et al. Application of an improved A* algorithm in route planning[C]//Proceedings of 2009 WRI Global Congress on Intelligent Systems. Xiamen, China, 2009: 253-257.
[74] 史辉, 曹闻, 朱述龙, 等. A*算法的改进及其在路径规划中的应用[J]. 测绘与空间地理信息, 2009, 32(6): 208-211
SHI Hui, CAO Wen, ZHU Shulong, et al. Application of an improved A* Algorithm in shortest route planning[J]. Geomatics & spatial information technology, 2009, 32(6): 208-211
[75] TSOURDOS A, WHITE B, SHANMUGAVEL M. 无人机协同路径规划[M]. 祝小平, 周洲, 王怿译. 北京: 国防工业出版社, 2013.
[76] 闫俊丰. 无人机航路规划评估及修正方法研究[D]. 哈尔滨: 哈尔滨工业大学, 2016.
[77] NIKOLOS I K, VALAVANIS K P, TSOURVELOUDIS N C, et al. Evolutionary algorithm based offline/online path planner for UAV navigation[J]. IEEE transactions on systems, man, and cybernetics, part B (cybernetics), 2003, 33(6): 898-912.
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备注/Memo

收稿日期:2018-11-24。
基金项目:国家自然科学基金项目(61877067,61572435);教育部-中国移动联合基金项目(MCM20170103);西安市科技创新项目(201805029YD7CG13-6);宁波市自然科学基金项目(2016A610035,2017A610119)
作者简介:齐小刚,教授,博士生导师,主要研究方向为复杂系统建模与仿真、网络算法设计与应用。申请专利47项(授权19项),登记软件著作权4项。发表学术论文100余篇;李博,硕士研究生,主要研究方向为网络协同定位与任务规划;范英盛,博士研究生,主要研究方向为移动网络协同定位。
通讯作者:李博.E-mail:libo202017@163.com

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