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统一冗余模式的星图识别算法

Unified Redundant Patterns for Star Identification

中文摘要英文摘要

星图识别算法追求稳定性和适应性,然而噪声特别是视场中可探测星点数量仍然是限制星图识别算法的性能提高的重要因素。本文提出了统一冗余的星点模式进行星图识别。它是由冗余邻域星点模式和冗余径向星点模式混合生成,能够有效描述伴随星点相互之间的分布、伴随星点与导航星点之间的分布。通过采用二进制位串的方式存储星点模式,可以减小星点特征数据库的存储容量。通过使用相似分数度量,可以从星点特征数据库中找出模式最相似的星点,作为观测星点的匹配星点。计算机仿真表明,本文的算法对星点位置噪声和星等噪声有良好的鲁棒性,能够正确识别99.14%的观测星图(位置噪声均方差为0.4像素);特别是当视场中星点数量较少时,本文算法仍然能够正确识别77.03%的星图,好于现有的其它的模式类星图识别算法。

Star pattern identification algorithms have employed widely to identify observed stars by star trackers which require reliabilities and adaptivities of algorithms. However, the noises especially the number of stars in field of view (FOV) are still serious problems for primitive star pattern algorithms. A novel algorithm of unified redundant patterns, which are combined with novel redundant neighbor patterns and redundant radial patterns, for star trackers in the "lost in space" mode is presented. Since neighbor patterns and radial patterns describe two different distributions, the distributions between neighbor stars each other and the distributions in the radial direction respectively, and constructed with similar redundant coding solution, they are combined to unified redundant patterns and stored by binary bit strings which reduce memory requirement of on-board database significantly. For the pattern redundancies and combinations, as well as similar score measurement applying patterns synthetically other than multiple-step match, consequently, the proposed algorithm is robust to the star positional noise, magnitude noise and performs still well when sparse stars are in FOV. When evaluated with synthesized star images, our algorithm can obtain identification rates of 99.14% (positional noise is 0.4 pixels). When there are only 4 stars in FOV, the algorithm can still obtain identification rate of 77.03%, much higher than the other star pattern identification algorithms.

吉飞龙、魏新国、江洁

天文学

星图识别星敏感器模式识别

star identificationstar trackerpattern recognition

吉飞龙,魏新国,江洁.统一冗余模式的星图识别算法[EB/OL].(2013-08-20)[2025-08-16].http://www.paper.edu.cn/releasepaper/content/201308-201.点此复制

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