A star identification algorithm based on radial and dynamic cyclic features of star pattern

Abstract A full-sky star identification algorithm based on radial and dynamic cyclic patterns is presented with the aim of solving the “lost-in-space” problem. The dynamic cyclic pattern match is applied with a maximum cumulate comparison method to identify sensor-catalog pairings in initial match, which substantially eliminates the effects of the star position noise, magnitude noise, and false stars. After initial match pairings of stars are obtained, a chain part extension technique is employed to quickly search for the longest match chain as the final result. Experimental results indicate that the proposed algorithm is highly robust to star position noise, magnitude noise and false stars. In a series of simulations, the identification rate of the algorithm is 97.50% with 2.0 pixels star position noise, 96.90% with 0.4 Mv star magnitude noise and 95.30% with four false stars respectively. Moreover, the algorithm achieves an identification rate of 58.08% when only six stars are in the field of view.

[1]  Jian Li,et al.  Star Identification Based on Hash Map , 2018, IEEE Sensors Journal.

[2]  John Enright,et al.  Color star tracking II: matching , 2013 .

[3]  Hyochoong Bang,et al.  Star Pattern Identification Technique by Modified Grid Algorithm , 2007, IEEE Transactions on Aerospace and Electronic Systems.

[4]  Miguel A. Alonso,et al.  Robust polygon recognition method with similarity invariants applied to star identification , 2017 .

[5]  Guangjun Zhang,et al.  Iterative algorithm for autonomous star identification , 2015, IEEE Transactions on Aerospace and Electronic Systems.

[6]  Jiang Jie Star Map Identification Based on a Modified Triangle Algorithm , 2006 .

[7]  C. Liebe Star trackers for attitude determination , 1995 .

[8]  Guangjun Zhang,et al.  Full-sky autonomous star identification based on radial and cyclic features of star pattern , 2008, Image Vis. Comput..

[9]  Jian Li,et al.  Star Identification Algorithm Based on K–L Transformation and Star Walk Formation , 2016, IEEE Sensors Journal.

[10]  Wanshou Jiang,et al.  An AUTONOMOUS STAR IDENTIFICATION ALGORITHM BASED ON THE DIRECTED CIRCULARITY PATTERN , 2012 .

[11]  D. Mortari,et al.  Recursive mode star identification algorithms , 2005, IEEE Transactions on Aerospace and Electronic Systems.

[12]  Daniele Mortari,et al.  A Survey on Star Identification Algorithms , 2009, Algorithms.

[13]  Hyochoong Bang,et al.  New Star-Pattern Identification Using a Correlation Approach for Spacecraft Attitude Determination , 2011 .

[14]  E. Lovera,et al.  Star identification algorithms: novel approach & comparison study , 2006, IEEE Transactions on Aerospace and Electronic Systems.

[15]  Hamid Abrishami Moghaddam,et al.  Grid star identification improvement using optimization approaches , 2016, IEEE Transactions on Aerospace and Electronic Systems.

[16]  Marco P. Schoen,et al.  Intelligent Star Pattern Recognition for Attitude Determination: the "Lost in Space" Problem , 2006, J. Aerosp. Comput. Inf. Commun..

[17]  Li Sun,et al.  A Discrete HMM-Based Feature Sequence Model Approach for Star Identification , 2016, IEEE Sensors Journal.

[18]  K. Kreutz-Delgado,et al.  A grid algorithm for autonomous star identification , 1997, IEEE Transactions on Aerospace and Electronic Systems.

[19]  John L. Junkins,et al.  An Efficient and Robust Singular Value Method for Star Pattern Recognition and Attitude Determination , 2003 .

[20]  M. Kolomenkin,et al.  Geometric voting algorithm for star trackers , 2008, IEEE Transactions on Aerospace and Electronic Systems.

[21]  Rodney A. Walker,et al.  Application of a Counter Propagation Neural Network for Star Identification , 2005 .

[22]  Peifa Jia,et al.  Modified Grid Algorithm for Noisy All-Sky Autonomous Star Identification , 2009, IEEE Transactions on Aerospace and Electronic Systems.

[23]  Fang Jiancheng,et al.  A New Star Identification Algorithm based on Improved Hausdorff Distance for Star Sensors , 2013 .

[24]  Daniel S. Clouse,et al.  Small field-of-view star identification using Bayesian decision theory , 2000, IEEE Trans. Aerosp. Electron. Syst..

[25]  Wei Quan,et al.  A Star Recognition Method Based on the Adaptive Ant Colony Algorithm for Star Sensors , 2010, Sensors.

[26]  Dario Spiller,et al.  A Novel Star Identification Technique Robust to High Presence of False Objects: the Multi-Poles Algorithm , 2017 .