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Detecting and quantifying stellar magnetic fields -- Sparse Stokes profile approximation using orthogonal matching pursuit

机译:检测和量化恒星磁场 - 稀疏斯托克斯   使用正交匹配追踪的轮廓近似

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摘要

In the recent years, we have seen a rapidly growing number of stellarmagnetic field detections for various types of stars. Many of these magneticfields are estimated from spectropolarimetric observations (Stokes V) by usingthe so-called center-of-gravity (COG) method. Unfortunately, the accuracy ofthis method rapidly deteriorates with increasing noise and thus calls for amore robust procedure that combines signal detection and field estimation. Weintroduce an estimation method that provides not only the effective or meanlongitudinal magnetic field from an observed Stokes V profile but also uses thenet absolute polarization of the profile to obtain an estimate of the apparent(i.e., velocity resolved) absolute longitudinal magnetic field. By combiningthe COG method with an orthogonal-matching-pursuit (OMP) approach, we were ableto decompose observed Stokes profiles with an overcomplete dictionary ofwavelet-basis functions to reliably reconstruct the observed Stokes profiles inthe presence of noise. The elementary wave functions of the sparsereconstruction process were utilized to estimate the effective longitudinalmagnetic field and the apparent absolute longitudinal magnetic field. Amultiresolution analysis complements the OMP algorithm to provide a robustdetection and estimation method. An extensive Monte-Carlo simulation confirmsthe reliability and accuracy of the magnetic OMP approach.
机译:近年来,我们已经看到各种类型恒星的恒星磁场检测数量迅速增长。这些磁场中的许多磁场是通过使用所谓的重心(COG)方法从光谱极化观测(Stokes V)中估计的。不幸的是,该方法的精度随着噪声的增加而迅速恶化,因此需要结合信号检测和场估计的更鲁棒的程序。我们介绍一种估计方法,该方法不仅可以从观察到的Stokes V轮廓提供有效或平均纵向磁场,而且可以使用轮廓的净绝对极化来获得对视在(即速度分解)的绝对纵向磁场的估计。通过将COG方法与正交匹配追踪(OMP)方法相结合,我们能够用小波基函数的不完整字典分解观察到的Stokes轮廓,从而在存在噪声的情况下可靠地重建观察到的Stokes轮廓。利用稀疏构造过程的基本波函数来估计有效纵向磁场和视在绝对纵向磁场。多分辨率分析是对OMP算法的补充,提供了一种鲁棒的检测和估计方法。广泛的蒙特卡洛仿真证实了磁性OMP方法的可靠性和准确性。

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