A new approach for the estimation of non-cooperative satellites based on circular feature extraction

Abstract Pose estimation of non-cooperative satellites has been a hot topic in the study of astronautics as the visual feedback will highly enhance the safety of on-orbit services. A stereo vision system is proposed in this paper. It works as an eye-to-hand vision camera in the final approach phase Based on circular feature extraction, a closed-form solution is presented. The position and orientation of the adapter ring can be figured out in real-time as well as the unknown radius. Neither additional sensors nor prior knowledge is required, and the orientation-duality problem has been solved. It works well on the partial ellipses and is robust to outliers, noise and occlusions. Experimental results on both synthetic and real images have demonstrated the effectiveness and efficiency of the proposed method.

[1]  Noriyasu Inaba,et al.  Rescuing a Stranded Satellite in Space : Experimental Robotic Capture of Non-Cooperative Satellites , 2006 .

[2]  Roberto Opromolla,et al.  Pose Estimation for Spacecraft Relative Navigation Using Model-Based Algorithms , 2017, IEEE Transactions on Aerospace and Electronic Systems.

[3]  Ou Ma,et al.  A review of space robotics technologies for on-orbit servicing , 2014 .

[4]  Wenfu Xu,et al.  Pose Measurement of a GEO Satellite Based on Natural Features , 2012, 2012 International Conference on Virtual Reality and Visualization.

[5]  Marco M. Castronuovo,et al.  Active space debris removal—A preliminary mission analysis and design , 2011 .

[6]  Hong Liu,et al.  LB-LSD: A length-based line segment detector for real-time applications , 2019, Pattern Recognit. Lett..

[7]  Bing Li,et al.  A universal on-orbit servicing system used in the geostationary orbit , 2011 .

[8]  Javier Civera,et al.  Inverse Depth Parametrization for Monocular SLAM , 2008, IEEE Transactions on Robotics.

[9]  Soon-Jo Chung,et al.  Monocular-Based Pose Determination of Uncooperative Known and Unknown Space Objects , 2018 .

[10]  Christophe Bonnal,et al.  Active debris removal: Recent progress and current trends , 2013 .

[11]  Simone D'Amico,et al.  Pose estimation for non-cooperative spacecraft rendezvous using convolutional neural networks , 2018, 2018 IEEE Aerospace Conference.

[12]  Wigbert Fehse,et al.  Automated Rendezvous and Docking of Spacecraft , 2003 .

[13]  Wu Denglu,et al.  Robust vision system for space teleoperation ground verification platform , 2013, Proceedings of the 32nd Chinese Control Conference.

[14]  Soon-Jo Chung,et al.  Monocular-based pose determination of uncooperative space objects , 2020 .

[15]  Phil Palmer,et al.  Estimating pose of known target satellite , 2000 .

[16]  Bin Liang,et al.  Pose measurement method of non-cooperative circular feature based on line structured light , 2016, 2016 IEEE International Conference on Information and Automation (ICIA).

[17]  Yang Liu,et al.  Fast and robust ellipse detector based on edge following method , 2019, IET Image Process..

[18]  Aleksandr Bakhshiev,et al.  Determination of the Relative Position of Space Vehicles by Detection and Tracking of Natural Visual Features with the Existing TV-Cameras , 2015, AIST.

[19]  Simone D'Amico,et al.  Pose Estimation for Non-Cooperative Rendezvous Using Neural Networks , 2019, ArXiv.

[20]  Cuneyt Akinlar,et al.  CannySR: Using smart routing of edge drawing to convert Canny binary edge maps to edge segments , 2015, 2015 International Symposium on Innovations in Intelligent SysTems and Applications (INISTA).

[21]  Steven Dubowsky,et al.  State, shape, and parameter estimation of space objects from range images , 2004, IEEE International Conference on Robotics and Automation, 2004. Proceedings. ICRA '04. 2004.

[22]  Wenfu Xu,et al.  An Efficient Pose Measurement Method of a Space Non-Cooperative Target Based on Stereo Vision , 2017, IEEE Access.

[23]  Hiok Chai Quek,et al.  ElliFit: An unconstrained, non-iterative, least squares based geometric Ellipse Fitting method , 2013, Pattern Recognit..

[24]  Cuneyt Akinlar,et al.  Edge Drawing: A combined real-time edge and segment detector , 2012, J. Vis. Commun. Image Represent..

[25]  Marouane Temimi,et al.  Sea-ice monitoring over the Caspian Sea using geostationary satellite data , 2011 .

[26]  Christy Collis The Geostationary Orbit: A Critical Legal Geography of Space's Most Valuable Real Estate , 2009 .

[27]  丁庆海 Ding Qinghai,et al.  Monocular Vision Pose Measurement Based on Docking Ring Component , 2013 .

[28]  Roberto Opromolla,et al.  Autonomous relative navigation around uncooperative spacecraft based on a single camera , 2019, Aerospace Science and Technology.

[29]  Eberhard Gill,et al.  Review of the robustness and applicability of monocular pose estimation systems for relative navigation with an uncooperative spacecraft , 2019, Progress in Aerospace Sciences.

[30]  Roberto Opromolla,et al.  A review of cooperative and uncooperative spacecraft pose determination techniques for close-proximity operations , 2017 .

[31]  Yang Liu,et al.  An Adaptive and Robust Edge Detection Method Based on Edge Proportion Statistics , 2020, IEEE Transactions on Image Processing.

[32]  Dilip K. Prasad,et al.  Clustering of ellipses based on their distinctiveness: An aid to ellipse detection algorithms , 2010, 2010 3rd International Conference on Computer Science and Information Technology.

[33]  Simone D'Amico,et al.  Robust Model-Based Monocular Pose Initialization for Noncooperative Spacecraft Rendezvous , 2018, Journal of Spacecraft and Rockets.

[34]  Marco Sabatini,et al.  Analysis and tests of visual based techniques for orbital rendezvous operations , 2013, 2013 IEEE Aerospace Conference.

[35]  Yang Liu,et al.  A practical detection of non-cooperative satellite based on ellipse fitting , 2016, 2016 IEEE International Conference on Mechatronics and Automation.

[36]  Heihachiro Kamimura,et al.  Motion Estimation to a Failed Satellite on Orbit using Stereo Vision and 3D Model Matching , 2006, 2006 9th International Conference on Control, Automation, Robotics and Vision.

[37]  William E. Ryan,et al.  Design of a low-orbit-to-geostationary satellite link for maximal throughput , 1997, IEEE Trans. Commun..

[38]  Robert J. Rovetto,et al.  An ontology for satellite databases , 2017, Earth Science Informatics.

[39]  Xiangzhi Bai,et al.  Satellite Pose Estimation via Single Perspective Circle and Line , 2018, IEEE Transactions on Aerospace and Electronic Systems.

[40]  Yang Gao,et al.  Deep Learning for Spacecraft Pose Estimation from Photorealistic Rendering , 2019, 2020 IEEE International Conference on Robotics and Automation (ICRA).

[41]  I-Ming Chen,et al.  Accurate detection of ellipses with false detection control at video rates using a gradient analysis , 2018, Pattern Recognit..