A novel smart and fast searching method for star identification algorithm

Shahin Sohrabi, A. Shirazi, Siavash Ghalamifard
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引用次数: 0

Abstract

The key performances of the star pattern recognition algorithms are the identification efficiency and the time consumed. In the past decades, much effort has been made in database search methods and lots of them are made out. To reduce the computation database search time a novel technique using star magnitudes is proposed. Also, we propose a novel, smart and fast star identification algorithm by using this accurate and fast searching method. The simulation results based on the Desktop Universes images show that the proposed star identification and database search algorithm can achieve both high accuracy and fast recognition. The database search and star features extraction time is o(n). In addition to, since the quality of star images play an important role in improving accuracy of star pattern recognition algorithm, therefore for image pre-processing we propose a fuzzy edge detection technique. This method highly affects noise cancellation, star features extraction, database production and matching algorithm.
一种新的智能快速搜索恒星识别算法
星型模式识别算法的关键性能是识别效率和耗时。在过去的几十年里,人们在数据库检索方法方面做了大量的工作,并提出了许多数据库检索方法。为了减少计算数据库的搜索时间,提出了一种利用星等的新方法。并利用这种精确快速的搜索方法,提出了一种新颖、智能、快速的恒星识别算法。基于桌面宇宙图像的仿真结果表明,所提出的恒星识别和数据库搜索算法能够实现高精度和快速的识别。数据库搜索和恒星特征提取时间为0 (n)。此外,由于星图的质量对提高星图模式识别算法的精度起着重要的作用,因此我们提出了一种模糊边缘检测技术用于图像预处理。该方法对噪声消除、星点特征提取、数据库生成和匹配算法影响很大。
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