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New cross-matching algorithm in large-scale catalogs with ThreadPool technique
Authors:Peng Du  JuanJuan Ren  JingChang Pan  ALi Luo
Institution:1. School of Mechanical, Electrical & Information Engineering, Shandong University, Weihai, 264209, China
2. Key Laboratory of Optical Astronomy, National Astronomical Observatories, Chinese Academy of Sciences, Beijing, 100012, China
Abstract:We introduce an algorithm to solve the block-edge problem taking advantage of the two different sky splitting functions: HTM and HEALPix. We make the cross-match with the two functions, and then we obtain the union set of the two different sets. We use the ThreadPool technique to speed up the cross-match. In this way improved accuracy can be obtained on the cross-match. Our experiments show that this algorithm has a remarkable performance superiority compared with the previous ones and can be applied to the cross-match between large-scale catalogs. We give some ideas about solving the many-for-one situation occurred in the cross-match.
Keywords:cross-match  astronomical catalogs  methods  HTM and HEALPix  ThreadPool
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