论文:2017,Vol:35,Issue(3):513-522
引用本文:
李相民, 薄宁, 代进进. 基于模型预测控制的多无人机避碰航迹规划研究[J]. 西北工业大学学报
Li Xiangmin, Bo Ning, Dai Jinjin. Study on Collision Avoidance Path Planning for Multi-UAVs Based on Model Predictive Control[J]. Northwestern polytechnical university

基于模型预测控制的多无人机避碰航迹规划研究
李相民, 薄宁, 代进进
海军航空工程学院, 山东 烟台 264001
摘要:
针对无人机编队内避碰问题,提出一种可实时机间避碰以及多碰撞冲突管理的多无人机协同航迹规划方案。通过对UAV编队避碰问题进行分析,采用分布式模型预测控制(decentralized model predictive control,DMPC)方法,将其转换为滚动在线优化问题。设计了避碰管理单元,采用交互图更新机制解决多碰撞管理问题,运用基于角度变化的协同避碰规则,解决了分布式避碰问题的动作一致性问题。仿真结果表明,该方案可以有效解决4架无人机间多碰撞冲突问题,同时代价更小。
关键词:    DMPC    无人机    避碰    航迹规划    交互图   
Study on Collision Avoidance Path Planning for Multi-UAVs Based on Model Predictive Control
Li Xiangmin, Bo Ning, Dai Jinjin
Naval Aeronautical and Astronautical University, Yantai 264001, China
Abstract:
To solve the collision avoidance problem of multiple Unmanned Aerial Vehicles(UAVs), a cooperative path planning scheme for UAVs with collision avoidance and multi-collision avoidance management is proposed. Based on the analysis of the collision avoidance problem, decentralized model predictive control(DMPC) is used to transform the collision avoidance problem into receding horizon control. To manage multiple collisions of each UAV, collision management unit is designed and reaction graph is presented. Rule for cooperative collision avoidance based on angle changing are put forward to solve the action consistency problem. The simulation results show that the proposed scheme can solve the multiple collisions problem of UAVs with lower costs.
Key words:    controllers    MATLAB    model predictive control (MPC)    unmanned aerial vehicles (UAV)   
收稿日期: 2017-03-01     修回日期:
DOI:
基金项目: 航空科学基金(20135184008)资助
通讯作者:     Email:
作者简介: 李相民(1965-),海军航空工程学院教授,主要从事武器装备与作战指挥一体化技术研究。
相关功能
PDF(1583KB) Free
打印本文
把本文推荐给朋友
作者相关文章
李相民  在本刊中的所有文章
薄宁  在本刊中的所有文章
代进进  在本刊中的所有文章

参考文献:
[1] 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,2013:15-20 Shen Lincheng, Niu Yifeng, Zhu Huayong. Theories and Methods of Autonomous Cooperative Control[M]. Beijing, National Defence industry Press, 2013:15-20(in Chinese)
[2] Anusha M, Radhakant P. Reactive Collision Avoidance Using Geometric and Differential Geometric Guidance[J]. Journal of Guidance, Control, and Dynamics, 2011, 34(1):303-310
[3] 刘慧颖,白存儒,杨广珺. 无人机自主防撞关键技术与应用分析[J]. 航空工程进展, 2014, 5(2):144 Liu Huiying, Bai Cunru, Yang Guangjun. Application and Analysis and Discussion of Autonomous Collision Avoidance Techniques for Unmanned Aerial Vehicle[J]. Advances in Aeronautical Science and Engineering, 2014, 5(2):144(in Chinese)
[4] Khatib O B. A Unified Approach for Motion and Force of Robot Manipulators[J]. IEEE Journal of Robotics and Automation, 1987, 3(1):43-53
[5] Chou F Y, Yang C Y, Yang J S. Support Vector Machine Based Artificial Potential Field for Autonomous Guided Vehicle[C]//Proceedings of the 4th International Symposium on Precision Mechanical Measurements,Bellingham,WA,2008,71304J:1-6
[6] Temizer S, Kochenderfer M J, Kaelbling L P, et al. Collision Avoidance for Unmanned Aircraft Using Markov Decision Processes[C]//Proc AIAA Guidance, Navigation, and Control Conference, 2010
[7] 魏瑞轩,吕明海,茹常剑,许卓凡. 基于DE-DMPC的UAV编队重构防碰撞控制[J]. 系统工程与电子技术,2014,36(12):2473-2478 Wei Ruixuan, Lü Minghai, Ru Changjian, Xu Zhuofan. Reconfiguration Collision Avoidance Method for UAV's Formation Based on DE-DMPC[J]. Systems Engineering and Electronics, 2014, 36(12):2473-2478(in Chinese)
[8] 李季,孙秀霞. 基于多步寻优搜索的无人机航迹重规划算法[J]. 系统工程与电子技术,2009,31(10):2510-2512 Li Ji, Sun Xiuxia. Route Replanning's Method For Unmanned Aerial Vehicles Based on Multi-Step Optimizing Search Algorithm[J]. Systems Engineering and Electronics, 2009, 31(10):2510-2512(in Chinese)
[9] Thomas J Stastny, Gonzalo A Garcia, Shawn S Keshmiri. Collision and Obstacle Avoidance in Unmanned Aerial Systems Using Morphing Potential Field Navigation and Nonlinear Model Predictive Control[J]. Journal of Dynamic Systems, Measurement, and Control, 2015, 137/014503:1-10
[10] Nathan E Smith, Richard G Cobb, Scott J Pierce. Optimal CollisIon Avoidance Trajectories Via Direct Orthogonal Collocation for Unmanned/Remotely Piloted Aircraft Sense and Avoid Operations[C]//AIAA Guidance, Navigation, and Control Conference, Maryland, 2014
[11] Wang Y H, Vivek Y, Balakrishnan S N. Cooperative UAV Formation Flying with Obstacles/Collision Avoidance[J]. IEEE Trans on Control Systems Technology, 2007, 15(4):672-679
[12] 邵壮,祝小平,周洲等. 三维动态环境下多无人机编队分布式保持控制[J]. 控制与决策, 2016,31(6):1068-1069 Shao Zhuang, Zhu Xiaoping, Zhou Zhou, et al. Distributed Formation Keeping Control of UAVs in 3-D Dynamic Environment[J]. Control and Decision, 2016, 31(6):1068-1069(in Chinese)
[13] 李飞, 于雷, 周中良, 等. 战斗机末端机动的非线性模型预测控制规避策略[J]. 国防科技大学学报. 2014, 36(3):83-90 Li Fei, Yu Lei, Zhou Zhongliang, et al. The Nonlinear Model Predictive Control Avoidance Strategy of the Fighter Maneuver in Endgame[J]. Journal of National University of Defense Technology, 2014, 36(3):83-90(in Chinese)
[14] 陈薇, 蒋旭云. 关于轮式机器人路径规划控制仿真[J]. 计算机仿真, 2016, 33(5):367-371 Chen Wei, Jiang Xuyun. The Simulation of Wheeled Robot Path Planning Control[J]. Computer Simulation, 2016, 33(5):367-371(in Chinese)
[15] 许健, 孙秀霞, 李大东. 模型预测控制在飞行器规划系统中的应用[J]. 传感器与微系统. 2011, 30(7):143-145 Xu Jian, Sun Xiuxia, LI Dadong. Application of Model Predictive Control in the Aerial Vehicle Programming System[J]. Transducer and Microsystem Technologies, 2011, 30(7):143-145(in Chinese)
[16] Hojjat A Izadi, Brandon W Gordon, Youmin Zhang. Rule-Based Cooperative Collision Avoidance Using Decentralized Model Predictive Control[C]//AIAA Infotech@Aerospace Confernce, 2011
相关文献:
1.杨洁, 王新民, 谢蓉.基于改进APF的无人机编队航迹规划[J]. 西北工业大学学报, 2013,31(2): 200-205
2.屈耀红, 肖自兵, 袁冬莉.基于风场信息的无人机在线航迹规划方法[J]. 西北工业大学学报, 2012,30(4): 576-581