arXivDaily arXiv每日学术速递 周一至周五更新
arXiv 1209.4236astro-ph.IMcs.CE
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用黎曼最优化方法估计射电干涉仪波束宽度

Estimation of Radio Interferometer Beam Shapes Using Riemannian Optimization

Sarod Yatawatta

摘要:

接收器波束形状的知识对于精确的无线电干涉成像是必不可少的。传统上,这种信息是通过全息技术或通过数值模拟获得的。然而,这样的方法对于具有时变波束的观测是不可行的,例如由相控阵无线电干涉仪产生的波束。我们建议使用的观测数据本身的波束形状的估计。我们使用的方向增益沿多个源在天空中的时变波束模型的建设。该模型的构造是一个不适定的非线性优化问题。因此,我们建议使用黎曼优化,其中我们考虑作为流形施加的约束。我们比较了所提出的方法与传统的无约束优化的性能,并给出结果,显示所提出的方法的优越性。

英文摘要:

The knowledge of receiver beam shapes is essential for accurate radio interferometric imaging. Traditionally, this information is obtained by holographic techniques or by numerical simulation. However, such methods are not feasible for an observation with time varying beams, such as the beams produced by a phased array radio interferometer. We propose the use of the observed data itself for the estimation of the beam shapes. We use the directional gains obtained along multiple sources across the sky for the construction of a time varying beam model. The construction of this model is an ill posed non linear optimization problem. Therefore, we propose to use Riemannian optimization, where we consider the constraints imposed as a manifold. We compare the performance of the proposed approach with traditional unconstrained optimization and give results to show the superiority of the proposed approach.

机构、总结、中文摘要均由AI分析而来,可能存在错误,请以论文正文为准。

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