Changeset 40706 for trunk/doc/release.2015/ps1.analysis/analysis.tex
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- May 3, 2019, 10:57:13 AM (7 years ago)
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trunk/doc/release.2015/ps1.analysis/analysis.tex (modified) (6 diffs)
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trunk/doc/release.2015/ps1.analysis/analysis.tex
r40705 r40706 2633 2633 same underlying simulated stellar population was used. Galaxies are 2634 2634 injected into the image with positions on a regularly spaced grid with 2635 separation of 120 pixels. The galaxies are injected using Exponential 2636 and DeVaucouleur profiles in separate simulation runs. The major axis 2637 values are randomly distributed between 1 and 10 pixels (0.25 - 2.5 2638 arcseconds) while the aspect ratios are randomly chosen in a range 2639 from 0.25 to 1.0. The position angles are set by the sequence in the 2640 image and allowed to vary from 0 to 180 degrees. The images are then 2641 convolved with a PSF model using the \code{PS1_V1} profile ($\kappa = 2642 0.2$) and noise is added using Poisson statistics for the detected photons. 2635 separation of 120 pixels. A total of 1089 galaxies are injected in 2636 each image, with all galaxies in an image having the same total 2637 magnitude. Galaxies were injected for 51 magnitude bins, ranging from 2638 17.0 to 22.0. Given the parameters of the image, these values span 2639 the range from high signal-to-noise ($> 100$) to undetectable (S/N $< 2640 1$). Note that we are not attempting to represent a realistic 2641 astronomical distribution of galaxies, but rather attempting to 2642 understand our ability to recover galaxies of a certain type, size, 2643 and shape in a given image. 2644 2645 The galaxies are injected using Exponential and DeVaucouleur profiles 2646 in separate simulation runs. The major axis values are randomly 2647 distributed between 1 and 10 pixels (0.25 - 2.5 arcseconds) while the 2648 aspect ratios are randomly chosen in a range from 0.25 to 1.0. The 2649 position angles are set by the sequence in the image and allowed to 2650 vary from 0 to 180 degrees. The images are then convolved with a PSF 2651 model using the \code{PS1_V1} profile ($\kappa = 0.2$) and noise is 2652 added using Poisson statistics for the detected photons. 2643 2653 2644 2654 For the figures below, we present results as a function of the (input) … … 2665 2675 profile galaxies, with a broader light distribution for the same 2666 2676 effective radius, are less likely to be detected for the same 2667 magnitude than DeVaucouleur profile galaxies. 2677 magnitude than DeVaucouleur profile galaxies. 2668 2678 2669 2679 \begin{figure}[htbp] … … 2685 2695 \end{figure} 2686 2696 2697 Figures~\ref{fig:exp.params} and \ref{fig:dev.params} demonstrate the 2698 recovery of galaxy parameters in these simulations for galaxy using 2699 the Exponential and DeVaucouleur models, respectively. 2700 Both figures show the reliability of the measured magnitudes, major 2701 and minor axis sizes, and ellipticities. For all recovered 2702 parameters, the standard deviation of the difference between the 2703 measured parameter and the truth value is shown for all galaxies as a 2704 function of magnitude, as well as for subsets in major-axis ranges. 2705 The mean of the difference, illustrating any biases, is also given 2706 for all galaxies. The comparison for the major and minor axis sizes 2707 are shown as absolute measurements (in pixels) and as a fraction of 2708 axis in question. 2709 2710 Some overall patterns can be observed. First, the parameters measured 2711 for the exponential profile galaxies are consistently more reliable 2712 than those measured for the DeVaucouleur profiles. Second, the errors 2713 in the estimated magnitudes are primarily driven by errors in the size 2714 measurements: If the sizes are over-estimated, the fluxes are also 2715 over-estimated. Finally, the magnitudes and major axes are more 2716 accurate for the smaller galaxies, but the ellipticities are more 2717 accurate for the larger galaxies. 2718 2687 2719 \begin{figure*}[htbp] 2688 2720 \begin{center} 2689 2721 \includegraphics[width=\hsize,clip]{pics/{galaxy.exp.params}.png} 2690 \caption{\label{fig:exp. complete} Parameter recovery for simulated2722 \caption{\label{fig:exp.params} Parameter recovery for simulated 2691 2723 galaxies with Exponential profiles. } 2692 2724 \end{center} … … 2696 2728 \begin{center} 2697 2729 \includegraphics[width=\hsize,clip]{pics/{galaxy.dev.params}.png} 2698 \caption{\label{fig:dev. complete} Parameter recovery for simulated2699 galaxies with DeVaucouleur profiles. } 2730 \caption{\label{fig:dev.params} Parameter recovery for simulated 2731 galaxies with DeVaucouleur profiles. } 2700 2732 \end{center} 2701 2733 \end{figure*} … … 3024 3056 \code{PSF_QF_PERFECT} is less than 0.85. 3025 3057 3026 \note{example of using the lensing elements for binaries?}3058 % \note{example of using the lensing elements for binaries?} 3027 3059 3028 3060 \section{Difference Image Photometry} … … 3071 3103 types of sources. This model is fitted in the same portion of the 3072 3104 code which performs the unconvolved galaxy model analysis. 3105 3073 3106 % \note{describe the trailed analytical model}. 3074 3107
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