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Xi An, May 20, 2014 Measuring the Cosmic Shear in Fourier Space Jun Zhang ( 张骏 ) (Shanghai Jiao Tong University) Collaborators: Eiichiro Komatsu (MPA), Nobuhiko Katayama (IPMU), Wentao Luo (SHAO), Sebastian Foucaud (SJTU) References: JZ, 2008, MNRAS, 383, 113 JZ, 2010, MNRAS, 403, 673 JZ & Komatsu, 2011, MNRAS, 414, 1047 JZ, 2011, JCAP, 11, 041 JZ, Luo, Foucaud, 2013, arXiv:1312.5514
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Outline: Introduction & Motivation A New Idea of Measuring Cosmic Shear Summary
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Outline: Introduction & Motivation A New Idea of Measuring Cosmic Shear Summary
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Image credit: Wittman et al. (2000) Credit: Clowe et al. (2006) Credit: Hoekstra & Jain (2008)
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Is dark energy simply a cosmological constant? What is the geometry / curvature of the Universe? Is General Relativity the correct theory of gravity on cosmic scales? How cold is cold dark matter? What are the density distributions / profiles of cosmic structures (Galaxies, Groups, Clusters, etc.) at different scales?...... The Scientific Goals of Weak Lensing
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Outline: Introduction & Motivation A New Idea of Measuring Cosmic Shear Summary
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Challenges LensingPSF NoisePixelation LSSTWFIRSTEUCLID Subaru HSC Opportunities DES &
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Credit: Huterer et al. (2005)
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Heymans et al., 2006, MNRAS, 368, 1323 Massey et al., 2007, MNRAS, 376, 13 Bridle et al., 2009, Annals of Applied Statistics, 3, 6 Kitching et al., 2011, Annals of Applied Statistics, 5, 2231 Mandelbaum et al., 2014, ApJS, 212, 5
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Seljak & Zaldarriaga, 1999
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In the presence of an isotropic Gaussian PSF JZ, 2008
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In the presence of an isotropic Gaussian PSF JZ, 2011
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The Reduced Shear
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If one plans to calibrate the multiplicative factor “a+b κ ”, one should pay attention to its dependence on “ κ ”, which, though, is not known a priori in observations.
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The Reduced Shear Theorem:, JZ, 2011
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The Pixelation Effect Image source: internet
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Moffat PSFGaussian PSF FWHM of both PSF = 12 The Pixelation Effect
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Moffat PSFGaussian PSF FWHM of both PSF = 12 The Pixelation Effect Equivalent to Whittaker–Shannon (sinc) interpolation
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The Photon Noise
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The Photon Noise (example)
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The Fourier-Space Shear Estimator JZ, 2010
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The Source Poisson Noise Example: (Stacked Power Spectrum of Selected SDSS sources)
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Removing Source Poisson Noise
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Test Result I
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Dithering, MultiDrizzle A. M. Koekemoer, A. S. Fruchter, R. Hook, W. Hack, 2002 HST Calibration Workshop, 337
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Dithering: non-flat noise PS Source: Koekemoer et al. 2007 COSMOS Non-flat noise power spectrum
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Dithering: non-flat noise PS Ave of PS of sources with Mag >25 COSMOS Non-flat noise power spectrum
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Final Form of the Shear Estimator
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Test Result II JZ, Luo, Foucaud, 2013
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Last, but not the least … How are we limited by the shape noise?
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http://great3.projects.phys.ucl.ac.uk Galaxies PSF
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Outline: Introduction & Motivation A New Idea of Measuring Cosmic Shear Summary
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Summary We find that it has many advantages to measure the cosmic shear using the image power spectrum in Fourier space … … It corrects for PSF model independently, with simple and rigorous math; Effects due to photon noise is removed statistically, including images processed/combined with Multidrizzle ; Accurate to the second order in shear/convergence ; Pixelation effect is not important as long as the pixel size is less than 1/3 of the FWHM of the PSF (no dithering case); No need to identify the centroid of the image ; Fast image processing : < 10-2 seconds/Galaxy; S / N per galaxy Increased.
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Summary The remaining problems are: Measurement of the PSF ; Galaxy weighting ; Measurement of the correlation functions of shear ; Theoretical prediction accuracy ;......
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Stay tuned …
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