论文标题

GAIA DR3:APSIS III-非固有内容和源分类

Gaia DR3: Apsis III -- Non-stellar content and source classification

论文作者

Delchambre, L., Bailer-Jones, C. A. L., Bellas-Velidis, I., Drimmel, R., Garabato, D., Carballo, R., Hatzidimitriou, D., Marshall, D. J., Andrae, R., Dafonte, C., Livanou, E., Fouesneau, M., Licata, E. L., Lindstrom, H. E. P., Manteiga, M., Robin, C., Silvelo, A., Aramburu, A. Abreu, Alvarez, M. A., Bakker, J., Bijaoui, A., Brouillet, N., Brugaletta, E., Burlacu, A., Casamiquela, L., Chaoul, L., Chiavassa, A., Contursi, G., Cooper, W. J., Creevey, O. L., Dapergolas, A., de Laverny, P., Demouchy, C., Dharmawardena, T. E., Edvardsson, B., Fremat, Y., Garcia-Lario, P., Garcia-Torres, M., Gavel, A., Gomez, A., Gonzalez-Santamaria, I., Heiter, U., Piccolo, A. Jean-Antoine, Kontizas, M., Kordopatis, G., Korn, A. J., Lanzafame, A. C., Lebreton, Y., Lobel, A., Lorca, A., Romeo, A. Magdaleno, Marocco, F., Mary, N., Nicolas, C., Ordenovic, C., Pailler, F., Palicio, P. A., Pallas-Quintela, L., Panem, C., Pichon, B., Poggio, E., Recio-Blanco, A., Riclet, F., Rybizki, J., Santovena, R., Sarro, L. M., Schultheis, M. S., Segol, M., Slezak, I., Smart, R. L., Sordo, R., Soubiran, C., Suveges, M., Thevenin, F., Elipe, G. Torralba, Ulla, A., Utrilla, E., Vallenari, A., van Dillen, E., Zhao, H., Zorec, J.

论文摘要

语境。作为第三个GAIA数据发布的一部分,我们介绍了数据处理和分析联盟第八级协调单元(CU8)的非续签和分类模块的贡献,这负责使用GAIA数据确定源天体物理参数。这是三篇论文中的第三篇,描述了此版本中CU8中完成的工作。目标。对于Cu8的五个相关模块中的每个模块,我们总结了它们的目标,他们采用的方法,其性能以及它们为Gaia DR3产生的结果。我们进一步建议如何使用这些数据产品并突出一些局限性。方法。离散源分类器(DSC)模块提供了与五种来源相关的分类概率:类星体,星系,星星,白矮人和物理二进制恒星。这些来源的一个子集由Outier Analysis(OA)模块处理,该模块执行了无监督的聚类分析,然后将标签与簇相连以补充DSC分类。准恒星对象分类器(QSOC)和未解决的星系分类器(UGC)确定由DSC模块分类为Quasar和Galaxy的源的红移。最后,总银河灭绝(TGE)模块使用由另一个Cu8模块确定的单个恒星的灭绝来确定沿所有视线的渐近灭绝,用于银河纬度| B |。 > 5度结果。 Gaia DR3包括1.591亿个具有DSC分类的来源;应用OA聚类的5600万个来源; 140万个来源,包括UGC的红移估算; QSOC红移的640万来源;和310万级9级疗程的大小为0.013平方度,其中灭绝是通过TGE评估的。

Context. As part of the third Gaia data release, we present the contributions of the non-stellar and classification modules from the eighth coordination unit (CU8) of the Data Processing and Analysis Consortium, which is responsible for the determination of source astrophysical parameters using Gaia data. This is the third in a series of three papers describing the work done within CU8 for this release. Aims. For each of the five relevant modules from CU8, we summarise their objectives, the methods they employ, their performance, and the results they produce for Gaia DR3. We further advise how to use these data products and highlight some limitations. Methods. The Discrete Source Classifier (DSC) module provides classification probabilities associated with five types of sources: quasars, galaxies, stars, white dwarfs, and physical binary stars. A subset of these sources are processed by the Outlier Analysis (OA) module, which performs an unsupervised clustering analysis, and then associates labels with the clusters to complement the DSC classification. The Quasi Stellar Object Classifier (QSOC) and the Unresolved Galaxy Classifier (UGC) determine the redshifts of the sources classified as quasar and galaxy by the DSC module. Finally, the Total Galactic Extinction (TGE) module uses the extinctions of individual stars determined by another CU8 module to determine the asymptotic extinction along all lines of sight for Galactic latitudes |b| > 5 deg. Results. Gaia DR3 includes 1591 million sources with DSC classifications; 56 million sources to which the OA clustering is applied; 1.4 million sources with redshift estimates from UGC; 6.4 million sources with QSOC redshift; and 3.1 million level 9 HEALPixes of size 0.013 squared degree, where the extinction is evaluated by TGE.

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