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Photometric Redshift Calibration Requirements for WFIRST Weak-lensing Cosmology: Predictions from CANDELS

机译:WFIRST弱透镜宇宙学的光度红移校准要求:来自蜡烛的预测

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In order for the Wide-Field Infrared Survey Telescope (WFIRST) and other stage IV dark energy experiments (e.g., Large Synoptic Survey Telescope, LSST; and Euclid) to infer cosmological parameters not limited by systematic errors, accurate redshift measurements are needed. This accuracy can be met by using spectroscopic subsamples to calibrate the photometric redshifts for the full sample. In this work, we find the minimal number of spectra required for the WFIRST weak-lensing redshift calibration by employing the Self-Organizing Map (SOM) spectroscopic sampling technique. We use galaxies from the Cosmic Assembly Near-infrared Deep Extragalactic Legacy Survey (CANDELS) to build the LSST+WFIRST lensing analog sample of ~36,000 objects and to train the LSST+WFIRST SOM. We find that 26% of the WFIRST lensing sample consists of sources fainter than the Euclid depth in the optical, 91% of which live in color cells already occupied by brighter galaxies. We demonstrate the similarity between faint and bright galaxies as well as the feasibility of redshift measurements at different brightness levels. Our results suggest that the spectroscopic sample acquired for calibration to the Euclid depth is sufficient for calibrating the majority of the WFIRST color space. For the spectroscopic sample to fully represent the synthetic color space of WFIRST, we recommend obtaining additional spectroscopy of ~0.2–1.2k new sources in cells occupied by mostly faint galaxies. We argue that either the small area of the CANDELS fields and the small overall sample size or the large photometric errors might be the reason for no/fewer bright galaxies mapped to these cells. Acquiring the spectra of these sources will confirm the above findings and will enable the comprehensive calibration of the WFIRST color–redshift relation.
机译:为了使宽视场红外勘测望远镜(WFIRST)和其他IV期暗能量实验(例如大型天气观测望远镜,LSST和Euclid)能够推断不受系统误差限制的宇宙学参数,需要进行精确的红移测量。通过使用分光光谱的子样品校准整个样品的光度红移,可以满足此精度要求。在这项工作中,我们通过采用自组织图(SOM)光谱采样技术,找到了WFIRST弱透镜红移校准所需的最小光谱数。我们使用宇宙总汇近红外深河外传统观测(CANDELS)中的星系,构建了约36,000个物体的LSST + WFIRST透镜模拟样本,并训练了LSST + WFIRST SOM。我们发现,WFIRST透镜样品中有26%的光源比光学上的欧几里得深度暗,其中91%的光源生活在已经被更明亮的星系占据的色元中。我们证明了暗星系和亮星系之间的相似性,以及在不同亮度水平下进行红移测量的可行性。我们的结果表明,获得的用于校准至Euclid深度的光谱样品足以校准大部分WFIRST颜色空间。为了使光谱样品能完全代表WFIRST的合成色彩空间,我们建议在主要为暗淡星系占据的细胞中获得〜0.2–1.2k新来源的附加光谱。我们认为,CANDELS场的面积小,总体样本量小或光度学误差大可能是没有/更少的明亮星系映射到这些细胞的原因。获取这些光源的光谱将证实上述发现,并将能够对WFIRST颜色-红移关系进行全面校准。

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