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STEP4 Konrad Kuijken Leiden. Back to basics? STEP1,2,3 –‘end-to-end’ tests for constant-shear images –What causes discrepancies? Selection bias PSF modelling.

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Presentation on theme: "STEP4 Konrad Kuijken Leiden. Back to basics? STEP1,2,3 –‘end-to-end’ tests for constant-shear images –What causes discrepancies? Selection bias PSF modelling."— Presentation transcript:

1 STEP4 Konrad Kuijken Leiden

2 Back to basics? STEP1,2,3 –‘end-to-end’ tests for constant-shear images –What causes discrepancies? Selection bias PSF modelling error Ellipticity measurement error function of (mag, size) Noise biases Neighbours Simulation errors? … –Controlled simulations of effects separately

3 STEP4 Concentrate on ellipticity and PSF: –Reveal positions to within 1 pixel –Well-separated sources –Input catalogues rigorously with =0 –Brute-force PSF convolution, pixellation: sample –Different S/N simulations –Build up complexity gradually (gal, PSF) –Blind catalogues, some shear values public

4 S/N=15, de Vauc

5 STEP4 Images 3720x3720 pixel fits files 60x60 grid of galaxies 60-pixel separation 240 stars around the sides Stars 10x as bright as galaxies 32 different shear values, ePSF per simulation set S/N (detection)1550200  (e i ) 0.110.030.01 #galaxies (x32)36000180007200 Galaxy models: Exp & deVauc fwhm 7pix Moffat PSF fwhm 3.5pix  (  )~10 -4

6 S/N=15, de Vauc

7 S/N=50, deVauc

8 S/N=200, deVauc

9 S/N=15, exp

10 S/N=50, exp

11 S/N=200, exp

12 Ellipticity distributions From Lambas et al 1992 (APM survey)

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18 How to analyze STEP4 data? First 8 shear & ePSF values are public (2%) If your method can reproduce these with m<1%, then send me all results to get a measurement of m,c Intended as a resource for method development - prerequisite to test other nuisance effects

19 STEP4 - next simulations? PSF, galaxy sizes Galaxy type (varying ellipticity; spiral arms; irregulars) PSF type About 30GB per set of simulations (32 x [10+5+2] images)

20 Summary 100,000,000 simulated galaxies available –S/N=15,50,200 –Galaxies with sersic n=1,4, fwhm 7pix –PSF Moffat, FWHM 3.5pix Well-controlled images No shape noise Statistical noise  (  )~10 -4 per gal/PSF/SNR simulation More simulations possible (just need a MC sample of 10 7 ‘photons’ from galaxy and PSF


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