Feedback calibration of the MOFF correlator

A. Beardsley
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Abstract

Summary form only given. Proposed radio arrays to probe the Epoch of Reionization and dark energy through HI 21 cm measurements will require compact arrays with tens of thousands of antenna elements. The computation requirements of traditional XF or FX correlators for these arrays would easily reach the peta-flop regime, making the correlator a dominant cost. The MOFF (Modular Optimal Frequency Fourier) correlator has been developed as an alternative method for fully correlating these large numbers of elements. The MOFF shares the computational advantages of direct imaging or FFT correlators while making no constraints on the antenna arrangement or type. A major concern for this new correlator design is the calibration. In traditional data processing, self-cal or related algorithms use visibilities to determine the calibration during postprocessing. The MOFF correlator does not form visibilities, but rather forms the image directly. In addition the crucial software holography step of the MOFF requires the antenna power patterns to be known in real time to use as the gridding kernel. Fortunately it is possible to determine the calibration by correlating pixels of the electric field image with the antenna signal - feeding the correlator output back to the input. Through simulations we demonstrate this feedback calibration method for several realistic example arrays in the presence of noise and extraneous sources. We show that the calibration converges as expected for compact large-N arrays characteristic of future 21 cm cosmology experiments, allowing the correlator to form high quality dirty electric field images at a fraction of the computational cost for traditional correlator methods.
MOFF相关器的反馈校准
只提供摘要形式。通过HI 21厘米测量探测再电离纪元和暗能量的拟议无线电阵列将需要具有数万个天线元件的紧凑阵列。对于这些阵列,传统的XF或FX相关器的计算需求很容易达到千万亿次,使相关器成为主要成本。MOFF(模块化最优频率傅立叶)相关器已被开发作为一种替代方法,以充分相关这些大量的元素。MOFF具有直接成像或FFT相关器的计算优势,同时不受天线布置或类型的限制。这种新的相关器设计的一个主要问题是校准。在传统的数据处理中,自调用或相关算法在后处理过程中使用可见性来确定校准。MOFF相关器不形成可见性,而是直接形成图像。此外,MOFF关键的软件全息步骤要求实时了解天线功率方向图作为网格核。幸运的是,可以通过将电场图像的像素与天线信号相关联来确定校准-将相关器输出馈送回输入。通过仿真,我们对存在噪声和外来源的几个实际示例阵列进行了验证。我们表明,对于未来21厘米宇宙学实验的紧凑大n阵列特征,校准如预期的那样收敛,允许相关器以传统相关器方法的一小部分计算成本形成高质量的脏电场图像。
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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