Coordinated standoff target tracking using two UAVs with only bearing measurement
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摘要: 基于最大化目标位置估计精度,针对两架无人机(UAV)仅有角度测量的情况,提出一种新的协同随机运动目标standoff跟踪控制方法.以目标位置估计均方根误差(RSME)作为性能指标,建立其与UAV观测几何构型之间的关系模型,进而确定了最优跟踪时UAV最优观测几何构型.采用扩展信息滤波实现目标状态的融合估计;考虑平台性能、碰撞规避、安全距离等约束条件,采用非线性模型预测控制(NMPC)实现UAV协同分布式在线优化控制.仿真结果表明该算法在确保最优观测构型和跟踪精度的同时有效地提高了算法实时性.
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关键词:
- 无人机(UAV) /
- standoff跟踪 /
- 协同控制 /
- 非线性模型预测控制 /
- 均方根误差
Abstract: A novel method for a random moving target coordinated standoff tracking was proposed to maximize the target position estimation precision by two unmanned aerial vehicles (UAVs) equipped with only bearing sensor. The analytical relationship model between the UAV observation geometry configuration and the root mean square error (RMSE) of target position estimation, which is chosen as performance index, was established, and thus the optimal UAV observation geometry configuration was obtained. Extended information filter was used to implement target states fusion and estimation. The optimal cooperative observation geometry configuration was implemented using online distributed nonlinear model predictive control (NMPC), considering the constraints of UAV platform dynamic performances, collision avoiding, and security distance. The simulation results demonstrated the pair of UAV effectively maintained the optimal observation geometry configuration and coordinated standoff target tracking performance in real-time. -
[1] Yang K, Kang Y, Sukkarieh S.Adaptive nonlinear model predictive path-following control for a fixed-wing unmanned aerial vehicle[J].International Journal of Control, Automation and Systems, 2013, 11(1):65-74. [2] Lawrence D A.Lyapunov vector fields for UAV flock coordination[C]//2nd AIAA Unmanned Unlimited Conference, Workshop, and Exhibit.Reston:AIAA, 2003. [3] Frew E W, Lawrence D A, Morris S.Coordinated standoff tracking of moving targets using Lyapunov guidance vector fields[J].Journal of Guidance, Control, and Dynamics, 2008, 31(2):290-306. [4] Summers T H, Akella M R, Mears M J.Coordinated standoff tracking of moving targets:Control laws and information architectures[J].Journal of Guidance, Control, and Dynamics, 2009, 32(1):56-69. [5] Chen H, Chang K, Agate C S.UAV path planning with tangent-plus-Lyapunov vector field guidance and obstacle avoidance[J].IEEE Transactions on Aerospace and Electronic Systems, 2013, 49(2):840-856. [6] Oh H, Kim S, Shin H S, et al.Rendezvous and standoff target tracking guidance using differential geometry[J].Journal of Intelligent & Robotic Systems, 2013, 69(1-4):389-405. [7] Ma L, Hovakimyan N.Cooperative target tracking in balanced circular formation:Multiple UAVs tracking a ground vehicle[C]//American Control Conference (ACC).Piscataway, NJ:IEEE Press, 2013:5386-5391. [8] Oh H, Turchi D, Kim S, et al.Coordinated standoff tracking using path shaping for multiple UAV[J].IEEE Transactions on Aerospace and Electronic Systems, 2014, 50(1):348-363. [9] 王树磊,魏瑞轩,郭庆,等.面向协同standoff跟踪问题的无人机制导律[J].航空学报, 2014, 35(6):1684-1693. Wang S L, Wei R X, Guo Q, et al.UAV guidance law for coordinated standoff target tracking[J].Acta Aeronautica et Astronautica Sinica, 2014, 35(6):1684-1693(in Chinese). [10] Ponda S S, Kolacinski R M, Frazzoli E.Trajectory optimization for target localization using small unmanned aerial vehicles[C]//AIAA Guidance, Navigation, and Control Conference.Reston:AIAA, 2009:10-13. [11] Lee W, Bang H, Leeghim H.A cooperative guidance law for target estimation by multiple unmanned aerial vehicles[J].Proceedings of the Institution of Mechanical Engineers, Part G:Journal of Aerospace Engineering, 2011, 225(12):1322-1335. [12] Kim S, Oh H, Tsourdos A.Nonlinear model predictive coordinated standoff tracking of a moving ground vehicle[J].Journal of Guidance, Control, and Dynamics, 2013, 36(2):557-566. [13] Zhu S, Wang D.Adversarial ground target tracking using UAV with input constraints[J].Journal of Intelligent & Robotic Systems, 2012, 65(1-4):521-532. [14] Mehrotra K, Mahapatra P R.A jerk model for tracking highly maneuvering targets[J].IEEE Transactions on Aerospace and Electronic Systems, 1997, 33(4):1094-1105. [15] 葛泉波,李文斌,孙若愚,等.基于EKF的集中式融合估计研究[J].自动化学报, 2013, 39(6):816-825. Ge Q B, Li W B, Sun R Y, et al.Centralized fusion algorithms based on EKF for multisensor non-linear systems[J].Acta Automatica Sinica, 2013, 39(6):816-825(in Chinese). [16] Gasparri A, Pascucci F.An interlaced extended information filter for self-localization in sensor networks[J].IEEE Transactions on Mobile Computing, 2010, 9(10):1491-1504. [17] Purvis K B, Astrom K J, Khammash M.Estimation and optimal configurations for localization using cooperative UAV[J].IEEE Transactions on Control Systems Technology, 2008, 16(5):947-958. [18] Sutton G J, Bitmead R R.Performance and computational implementation of nonlinear model predictive control on a submarine[M]//Nonlinear Model Predictive Control.Berlin:Springer, 2000:461-472. [19] Shin J, Kim H J.Nonlinear model predictive formation flight[J].IEEE Transactions on Systems, Man and Cybernetics, Part A:Systems and Humans, 2009, 39(5):1116-1125. [20] Shin H S, Thak M J, Kim H J.Nonlinear model predictive control for multiple UAV formation using passive sensing[J].International Journal of Aeronautical and Space Science, 2011, 12(1):16-23. [21] Raol J R.Multi-sensor data fusion with MATLAB [M].London:CRC Press, 2009:157-159.
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