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Limitations on shapelet-based weak-lensing measurements

机译:基于小波的弱透镜测量的局限性

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Aims. We seek to understand the impact on shape estimatorsobtained from circular and elliptical shapelet models under tworealistic conditions: (a) only a limited number of shapelet modes areavailable for the model, and (b) the intrinsic galactic shapes are notrestricted to shapelet models. Methods. We create a set of simplistic simulations, in which thegalactic shapes follow a Sérsic profile. By varying the Sérsic indexand applied shear, we quantify the amount of bias on shear estimatesthat arises from insufficient modeling. Additional complications fromPSF convolution, pixelation, and pixel noise are also discussed. Results. Highly elliptical galaxy shapes cannot be accuratelymodeled within the circular shapelet basis system and are biasedtowards less elongated shapes. This problem can be cured by allowingelliptical basis functions. Another problem occurs for galaxies whoseradial profile differs strongly from the Gaussian weighting functionemployed in both the circular and the elliptical shapelet bases. Forgalaxies with large Sérsic indices, shear estimates from circularshapelets are biased low even for small apparent ellipticities becauseof the preference for round models, and shear estimates from ellipticalshapelets depend critically on accurate ellipticity priors. Independentof the particular form of the estimator, the bias depends on the trueintrinsic galaxy morphology, but also on the size and shape of the PSF.Conclusions. As long as the issues discussed here are notsolved, we question that the shapelet method can provide weak-lensingmeasurements for all observable galaxies (independent of their Sérsicindex) with an accuracy demanded by upcoming missions and surveys. Anaccurate and reliable calibration, specific for the dataset underinvestigation, would be required but is difficult to infer consistentlyfrom the data. Key words: gravitational lensing: weak - techniques: image processing - methods: numerical
机译:目的我们试图了解在两种现实情况下从圆形和椭圆形小波模型获得的形状估计量的影响:(a)该模型仅可使用有限数量的小波模,并且(b)固有银河形状不限于小波模型。方法。我们创建了一组简单的模拟,其中银河的形状遵循Sérsic轮廓。通过改变Sérsic指数和施加的剪切力,我们可以量化由于建模不足而引起的剪切力估算值的偏差量。还讨论了PSF卷积,像素化和像素噪声带来的其他复杂性。结果。高椭圆星系形状无法在圆形小波基系统内精确建模,并且会偏向不那么细长的形状。这个问题可以通过允许椭圆基函数来解决。对于半径分布与圆形和椭圆形小波基中采用的高斯加权函数有很大差异的星系,会出现另一个问题。具有大Sérsic指数的星系,由于对圆形模型的偏爱,即使对于较小的表观椭圆率,圆形形状的剪切估计也会偏低,而椭圆形形状的剪切估计主要取决于精确的椭圆率先验。与估算器的特定形式无关,偏差取决于真实的固有星系形态,还取决于PSF的大小和形状。只要这里讨论的问题没有得到解决,我们就怀疑小波方法能否为所有可观测星系(独立于它们的Sérsicindex)提供弱透镜测量,并且其准确性将受到即将进行的任务和勘测的要求。特定于调查中的数据集的准确而可靠的校准将是必需的,但很难从数据中一致地推断出来。关键词:引力透镜:弱-技术:图像处理-方法:数值

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