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SANEPIC: a mapmaking method for time stream data from large arrays

机译:SANEPIC:一种用于绘制大型数组中的时间流数据的地图制作方法

摘要

We describe a mapmaking method that we have developed for the Balloon-borne Large Aperture Submillimeter Telescope (BLAST) experiment, but which should have general application to data from other submillimeter arrays. Our method uses a maximum likelihood-based approach, with several approximations, which allows images to be constructed using large amounts of data with fairly modest computer memory and processing requirements. This new approach, Signal and Noise Estimation Procedure Including Correlations (SANEPIC), builds on several previous methods but focuses specifically on the regime where there are a large number of detectors sampling the same map of the sky, and explicitly allowing for the possibility of strong correlations between the detector time streams. We provide real and simulated examples of how well this method performs compared with more simplistic mapmakers based on filtering. We discuss two separate implementations of SANEPIC: a brute-force approach, in which the inverse pixel-pixel covariance matrix is computed, and an iterative approach, which is much more efficient for large maps. SANEPIC has been successfully used to produce maps using data from the 2005 BLAST flight.
机译:我们描述了为气球型大口径亚毫米望远镜(BLAST)实验开发的制图方法,但该方法应普遍应用于其他亚毫米阵列的数据。我们的方法使用了基于最大似然的方法,并具有多个近似值,该方法允许使用大量数据构建图像,而计算机内存和处理需求却相当适中。这种新方法称为“包括相关性的信号和噪声估计程序(SANEPIC)”,它建立在以前的几种方法的基础上,但特别着重于有大量检测器对同一张天空图采样的体制,并明确允许强检测器时间流之间的相关性。与基于过滤的更为简单的地图制作者相比,我们提供了该方法的效果的真实模拟实例。我们讨论了SANEPIC的两种单独的实现方式:一种蛮力方法(其中计算逆像素-像素协方差矩阵)和一种迭代方法,该方法对于大型地图效率更高。 SANEPIC已成功用于使用2005 BLAST航班的数据制作地图。

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