Fast restoration of smeared navigation images for asteroid approach phase

Abstract Optical navigation is one of the key technologies to enhance the autonomy of spacecrafts. However, optical images may undergo severe motion degradation during asteroid approach phase, which adversely affects the accuracy of navigation. To guarantee the navigation accuracy for future asteroid missions, this study proposes a novel restoration method for smeared navigation images captured by onboard optical sensors. By taking advantage of the intensity distribution of reference stars, a fast estimation and refinement method for motion degradation is drawn from star stripes directly without the aids of other sensors. On this basis, a complete processing pipeline is put forward to recover the navigation images in real space environment. The proposed method does not take the assumption of constant angular velocities and enables the capability of dealing with complex motion degradation that may occur over the long exposure time for capturing faint space objects. Simulations are conducted using both synthetic and real images. The proposed method can have real-time performance while maintaining good restoration accuracy, and thus may have the potential for onboard implementation.

[1]  Tero Säntti,et al.  Streak detection and analysis pipeline for space-debris optical images , 2016 .

[2]  Ming-Hsuan Yang,et al.  Deblurring Text Images via L0-Regularized Intensity and Gradient Prior , 2014, 2014 IEEE Conference on Computer Vision and Pattern Recognition.

[3]  Shyam Bhaskaran,et al.  Autonomous navigation for Deep Space Missions , 2012 .

[4]  Rong Wang,et al.  Chi-square and SPRT combined fault detection for multisensor navigation , 2016, IEEE Transactions on Aerospace and Electronic Systems.

[5]  Stephan Theil,et al.  Development of a low cost star tracker for the SHEFEX mission , 2012 .

[6]  Joris De Schutter,et al.  An Accurate and Efficient Gaussian Fit Centroiding Algorithm for Star Trackers , 2013 .

[7]  Franco Bernelli-Zazzera,et al.  Region-confined restoration method for motion-blurred star image of the star sensor under dynamic conditions. , 2016, Applied optics.

[8]  Wang Xin-long,et al.  Multiple blur of star image and the restoration under dynamic conditions , 2011 .

[9]  Quan Wei,et al.  Restoration of Motion-blurred Star Image Based on Wiener Filter , 2011, 2011 Fourth International Conference on Intelligent Computation Technology and Automation.

[10]  John A. Christian,et al.  StarNAV: Autonomous Optical Navigation of a Spacecraft by the Relativistic Perturbation of Starlight , 2019, Sensors.

[11]  Jun Wang,et al.  Restoration Method of a Blurred Star Image for a Star Sensor Under Dynamic Conditions , 2019, Sensors.

[12]  Jianhui Zhao,et al.  Fast restoration of star image under dynamic conditions via lp regularized intensity prior , 2017 .

[13]  M. K. Crombie,et al.  OSIRIS-REx: Sample Return from Asteroid (101955) Bennu , 2017, Space Science Reviews.

[14]  Meng Yu,et al.  A novel crater recognition based visual navigation approach for asteroid precise pin-point landing , 2017 .

[15]  J. E. Riedel,et al.  Using Autonomous Navigation for Interplanetary Missions: Mission Operations with Deep Space 1 Autonav , 2000 .

[16]  Yong Zhang,et al.  High-accuracy location algorithm of planetary centers for spacecraft autonomous optical navigation , 2019, Acta Astronautica.

[17]  Jafar Roshanian,et al.  Blind Star Identification Algorithm , 2020, IEEE Transactions on Aerospace and Electronic Systems.

[18]  Shijie Zhang,et al.  Motion Blurred Star Image Restoration Based on MEMS Gyroscope Aid and Blur Kernel Correction , 2018, Sensors.

[19]  A. Katake,et al.  Modeling, image processing and attitude estimation of high speed star sensors , 2009 .

[20]  Hao Wang,et al.  Celestial Object Imaging Model and Parameter Optimization for an Optical Navigation Sensor Based on the Well Capacity Adjusting Scheme , 2017, Sensors.

[21]  Makoto Yoshikawa,et al.  Hayabusa2 mission status: Landing, roving and cratering on asteroid Ryugu , 2020, Acta Astronautica.

[22]  Guangjun Zhang,et al.  High-Accuracy Synchronous Extraction Algorithm of Star and Celestial Body Features for Optical Navigation Sensor , 2018, IEEE Sensors Journal.

[23]  Brian D. Jeffs,et al.  Restoration of blurred star field images by maximally sparse optimization , 1993, IEEE Trans. Image Process..

[24]  Jean-Marie Becker,et al.  Fast Approximations of Shift-Variant Blur , 2015, International Journal of Computer Vision.

[25]  E. Glenn Lightsey,et al.  An On-Board Image Processing Algorithm for a Spacecraft Optical Navigation Sensor System , 2012 .

[26]  Ching Y. Suen,et al.  A fast parallel algorithm for thinning digital patterns , 1984, CACM.

[27]  Carl Christian Liebe,et al.  Accuracy performance of star trackers - a tutorial , 2002 .

[28]  Pingyuan Cui,et al.  X-ray pulsars/Doppler integrated navigation for Mars final approach , 2016 .

[29]  Tao Yu,et al.  Accuracy enhancement of navigation images using blind restoration method , 2018 .

[30]  Sunghyun Cho,et al.  Fast motion deblurring , 2009, SIGGRAPH 2009.

[31]  W. M. Owen,et al.  Optical navigation for the Galileo Gaspra encounter , 1992 .

[32]  Meng Yu,et al.  Space collision probability computation based on on-board optical cues , 2019, Acta Astronautica.

[33]  José Manuel Rebordão Space optical navigation techniques: an overview , 2013, Iberoamerican Meeting of Optics and the Latin American Meeting of Optics, Lasers and Their Applications.

[34]  Andrew F. Cheng,et al.  The NEAR shoemaker mission to asteroid 433 eros , 2002 .

[35]  Bin Li,et al.  Smearing model and restoration of star image under conditions of variable angular velocity and long exposure time. , 2014, Optics express.

[36]  Domenico Accardo,et al.  Enhancement of the centroiding algorithm for star tracker measure refinement , 2003 .