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Star Identification Algorithm Based on Image Normalization and Zernike Moments

机译:基于图像归一化和Zernike矩的星识别算法

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摘要

The star identification (star-ID) algorithm can match the stars captured by an optical system with a star catalog according to certain features. Star-ID has been an important research issue in many astronomical studies and a strong robust star-ID algorithm can effectively identify a certain number of stars as a standard source to correct uncalibrated telescopes. Generally, before star-ID, the celestial coordinates should be translated into the image coordinates with knowledge of optical center coordinates, image rotation angle, focal length of optical system, image sensor;s pixel size and so on. For an uncalibrated telescope, the star-ID performance usually suffers from the errors or even the lack of these parameters. In this paper, a novel star-ID algorithm is devised which is based on image normalization technique and the Zernike moment such that the invariant features of asterisms are extracted instead of traditional ways. And three real images which captured via an uncalibrated ground-based telescope are used to validate our method, and the results show that it can effectively identify stars with a success rate of 99.27;, which demonstrate the robustness and accuracy of the proposed method.
机译:星形识别(Star-ID)算法可以根据某些特征与光学系统捕获的星星匹配。 STAR-ID一直是许多天文学研究中的重要研究问题,强大的强大的Star-ID算法可以有效地识别一定数量的恒星作为标准源以纠正未校准的望远镜。通常,在Star-ID之前,天体坐标应该被翻译成具有光学中心坐标,图像旋转角度,光学系统的焦距,图像传感器的图像旋转角度,图像传感器尺寸等的图像坐标。对于未校准的望远镜,Star-ID性能通常遭受错误甚至缺乏这些参数。本文设计了一种新的星形ID算法,其基于图像归一化技术和Zernike时刻,使得Zernike的力量是提取的,而不是传统方式。通过未校准的地面望远镜捕获的三个真实图像用于验证我们的方法,结果表明它可以有效地识别成功率为99.27;的星星,这证明了所提出的方法的鲁棒性和准确性。

著录项

  • 来源
    《Quality Control, Transactions 》 |2020年第2020期| 29228-29237| 共10页
  • 作者单位

    Chinese Acad Sci Inst Opt & Elect Chengdu 610209 Peoples R China|Univ Chinese Acad Sci Coll Mat Sci & Optoelect Technol Beijing 100049 Peoples R China;

    Chinese Acad Sci Inst Opt & Elect Chengdu 610209 Peoples R China;

    Chinese Acad Sci Inst Opt & Elect Chengdu 610209 Peoples R China;

    Chinese Acad Sci Inst Opt & Elect Chengdu 610209 Peoples R China;

  • 收录信息
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    Image normalization; star identification; Zernike moment;

    机译:图像归一化;星识别;Zernike时刻;

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