Drogue Position and Tracking with Machine Vision for Autonomous Air Refueling Based on EKF

For autonomous air refueling (AAR) of unmanned aircraft, the measurement of relative position between receiver aircraft and tanker aircraft is critical in the docking phase. This paper proposes a monocular vision-based relative position estimation method, which calculates the location coordinate by recognizing the beacons on the drogue with image processing. To increase the robustness for rejecting air disturbance and improve output frequency of drogue detection, the extended Kalman filter is applied to this system for estimating the states. The EKF can provides position estimation of drogue in camera frame if the image detection failed because of disturbance. And the region of interest (ROI) can be estimated according to the predicted drogue position in pixel frame, which reduce the time of image processing significantly. In order to evaluate the performance of this machine vision strategy for AAR based on EKF, a simulation validation platform is established. The real relative position can be obtained on this platform, the comparison between real values and estimated values indicates that the EKF has a high accuracy on drogue position estimation, meanwhile, the ROI can track the drogue smoothly.

[1]  R. Y. Tsai,et al.  An Efficient and Accurate Camera Calibration Technique for 3D Machine Vision , 1986, CVPR 1986.

[2]  Amir-Masoud Eftekhari-Moghadam,et al.  An image segmentation approach based on maximum variance Intra-cluster method and Firefly algorithm , 2011, 2011 Seventh International Conference on Natural Computation.

[3]  Monish D. Tandale,et al.  Vision-Based Sensor and Navigation System for Autonomous Air Refueling , 2005 .

[4]  Eric N. Johnson,et al.  Relative Motion Estimation for Vision-based Formation Flight using Unscented Kalman Filter , 2007 .

[5]  Honglun Wang,et al.  Back-stepping based anti-disturbance flight controller with preview methodology for autonomous aerial refueling , 2017 .

[6]  Paul L. Rosin Ellipse fitting by accumulating five-point fits , 1993, Pattern Recognit. Lett..

[7]  F. O. Eke,et al.  A Survey of the Dynamics and Control of Aircraft During Aerial Refueling , 2008 .

[8]  Ronald J. Ray,et al.  Calculated Drag of an Aerial Refueling Assembly Through Airplane Performance Analysis , 2004 .

[9]  Eric N. Johnson,et al.  Factored Extended Kalman Filter for Monocular Vision-Aided Inertial Navigation , 2016, J. Aerosp. Inf. Syst..

[10]  Michel Dhome,et al.  Monocular Vision for Mobile Robot Localization and Autonomous Navigation , 2007, International Journal of Computer Vision.

[11]  A. W. Bloy,et al.  Modelling of the hose and drogue in air-to-air refuelling , 2002, The Aeronautical Journal (1968).

[12]  Steve E Bullock,et al.  Advances in air to air refuelling , 2014 .

[13]  John Valasek,et al.  Autonomous Aerial Refueling Utilizing A Vision Based Navigation System , 2002 .

[14]  Rostam Affendi Hamzah,et al.  Region of Interest in Disparity Mapping for Navigation of Stereo Vision Autonomous Guided Vehicle , 2009 .