UAV. UAV Unmanned Aerial Vehicle LED Light Emitting Diodes LQR Linear Quadratic Regulator
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1 November 2013 Journal of Beijing University of Aeronautics and Astronautics Vol 39 No 11 UAV UAV Unmanned Aerial Vehicle LED Light Emitting Diodes LQR Linear Quadratic Regulator TP 273 A Hardware-in-loop simulation platform for UAV autonomous aerial refueling based on computer vision Duan Haibin Zhang Qifu Science and Technology on Aircraft Control Laboratory Beijing University of Aeronautics and Astronautics Beijing China Fan Yanming Shenyang Aircraft Design and Research Institute AVIC Shenyang China Li Hao Science and Technology on Aircraft Control Laboratory Beijing University of Aeronautics and Astronautics Beijing China Abstract A hardware-in-loop simulation platform of unmanned aerial vehicle UAV autonomous aerial refueling based on computer vision was developed Point feature matching and LHM pose estimation algorithms were adopted to the recognition of light emitting diodes LEDs on the drogue The models of atmospheric disturbances and wake vortex had been built and the drogue model was also presented Subsequently a linear quadratic regulator LQR control law for UAV was designed The hardware-in-loop simulation platform with airborne monocular camera for UAV autonomous aerial refueling had been developed in lab environment Series of hardware-in-loop experimental results demonstrate the feasibility and effectiveness of our presented approaches in this simulation platform Key words unmanned aerial vehicle UAV autonomous aerial refueling AAR computer vision linear quadratic regulator LQR wake vortex www cnki net /kcms /detail / V html ZC NCET hbduan@ buaa edu cn
2 UAV Unmanned Aerial Vehicle 1 1 LED Light E- 1 UAV mitting Diode 2 RGB Red-Green-Blue AAR Autonomous Aerial Refueling HSV Hue-Saturation-Value H UAV S V H S LED point feature matching 8 u^ j v^j 6 p 1 p 2 p n p j = UAV u j v j p^1 p^2 p^ m p^ j = u^ j v^j p j p^ j 1 UAV m n d p^1 p 1 d p^1 p 2 d p^1 p n d p^2 p E rr = 1 d p^2 p 2 d p^2 p n 1 d p^ m p 1 d p^ m p 2 d p^ m p n UAV A BS ik A i B k A B min N i = 1 N k = 1 s ikx ik N s ik = 1 k = 1 2 N 2 i = 1 N x ik = 1 i = 1 2 N 1 UAV i = 1 s ik > 0 x ik 0 1 Hungarian 1 Munkres Lu Hager Mjolsness LHM k j u j v j 1 T h j k = u j v j 1 T 3 k e j
3 e j k = I - V j k CT T X - k T P j V j k = h j k h T j k h T j k h j k x C d = Δx d Δy d Δz d Δx d Δy d Δz d T T T Δx d Δy d Δz d Δx d Δy d Δz d 11 E X - k = m j = 1 e j k ~ 1 5 m UAV h^ jh T j h^ T j h^ j CT T TP = 0 7 j h^ j = u^ j v^j 1 T 8 UAV u^ j v^j T P j 1 5 ~ UAV UAV 3 UAV UAV UAV LQR Linear Quadratic Regulator UAV 1493 x d t = A d x d t + B d w g t y d t = C d x d } 9 t 0 w g t UAV r d 0 r = 0 MV UAV
4 LQR UAV 4 / LED UAV 4 PSO Particle Swarm Optimization UAV PSO a 2 UAV b 3 UAV 4 2 / AVT Manta-G125C CCD UAV 30 /s ~ 7 20 /s 3 5 / ROI Region of Interest 3 OpenCV 5
5 11 UAV 1495 LED H = H inv = H S HSV LED 7 8 a b H / c S 9 HSV H S V a H b S 8 OpenCV c V d 11
6 et al Estimation of receiver air- 4 Lee J H Hullender D Dogan A craft states and wind vectors in aerial refueling R UAV 5 J Dong Xinmin XuYuejian Automatic aerial refueling J UAV UAV e Campa G Mammarella M Napolitano M R LQR UAV 9 Lu C P Hager G D 622 UAV 10 Liu F Duan H B References 11 Duan H B Liu S Q Nonlinear dual-mode receding horizon con- 1 trol for multiple UAVs formation flight based on chaotic particle J Duan Haibin Fan Yanming Zhang Lei New thoughts on the development of a HALE UAV J CAAI Transactions on Intelligent Systems in Chinese 2 Duan H B Shao S Su B W et al New development thoughts on the bio-inspired intelligence based control for unmanned combat aerial vehicle J Science China Technological Sciences Nalepka J Hinchman J Automated aerial refueling extending the effectiveness of UAVs R AIAA AIAA Chen Bo Progress and shallenges in Journal of Air Force Engineering University Natural Science Edition in Chinese 6 Napolitano M R Fravolini M L Simulation environment for machine vision based aerial refueling for UAVs J IEEE Transactions on Aerospace and Electronic Systems Duan H B Deng Y M Wang X H et al Small and dim target detection via lateral inhibition filtering and artificial bee colong based selective visual attention J PLoS ONE et al A comparison of pose estimation algorithms for machine vision based aerial refueling for UAVs C / /Proceedings of the 14th Mediterranean Conference on Control and Automation Ancona IEEE Mjolsness E Fast and globally convergent pose estimation from video images J IEEE Transactions on Pattern Analysis and Machine Intelligence Deng Y M A chaotic quantum-behaved particle swarm optimization based on lateral inhibition for image matching J Optik swarm optimization J IET Control Theory & Applications J Zhang Wei Cheng Hong Wei Sui Design and implementation of camera calibration system J Computer Engineering in Chinese
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