A reduction procedure and pipeline for the detection of trans-Neptunian objects using occultations

Guy Nir, Eran O Ofek, Barak Zackay
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引用次数: 1

Abstract

Abstract Kuiper belt objects smaller than a few kilometres are difficult to observe directly. They can be detected when they randomly occult a background star. Close to the ecliptic plane, each star is occulted once every tens of thousands of hours, and occultations typically last for less than a second. We present an algorithm, and companion pipeline, for detection of diffractive occultation events. Our approach includes: cleaning the data; an efficient and optimal matched filtering of the light curves with a template bank of diffractive occultations; treating the red-noise in the light curves; injection of simulated events for efficiency estimation; and applying data quality cuts. We discuss human vetting of the candidate events in a blinded way to reduce bias caused by the human-in-the-loop. We present Markov Chain Monte Carlo tools to estimate the parameters of candidate occultations, and test them on simulated events. This pipeline is used by the W-FAST. The methods discussed here can be applied to searches for other Trans-Neptunian objects, albeit with larger radii that correspond to a larger diffraction length scale.
用掩星探测海王星外天体的简化程序和管道
小于几公里的柯伊伯带天体很难直接观测到。当它们随机遮蔽一颗背景恒星时,就能被探测到。靠近黄道面,每颗恒星每几万小时被掩一次,而掩星通常持续不到一秒。我们提出了一种算法,以及伴随的管道,用于检测衍射掩星事件。我们的方法包括:清理数据;利用衍射掩星模板库对光曲线进行高效、优化的匹配滤波;处理光曲线中的红噪声;注入模拟事件进行效率估计;应用数据质量削减。我们以盲法讨论候选事件的人工审查,以减少由人在环引起的偏差。我们提出了马尔可夫链蒙特卡罗工具来估计候选掩星的参数,并在模拟事件上进行了测试。该管道由W-FAST使用。这里讨论的方法可以应用于搜索其他海王星外天体,尽管具有更大的半径,对应于更大的衍射长度尺度。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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