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A general method for analysis of extended sources

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3-D objects; axes are latitude, longitude, energy ... case: simulation of Milky Way dark matter satellites (Taylor and Babul 2004,2005) ... – PowerPoint PPT presentation

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Title: A general method for analysis of extended sources


1
A general method for analysis of extended sources
  • Larry Wai Ping Wang
  • March 2, 2006

2
expert resources used
  • Jim Chiang
  • Seth Digel
  • Igor Moskalenko
  • Olaf Reimer
  • Andy Strong

3
Overview of Talk
  1. Software tools
  2. Small extended sources
  3. Large extended sources

4
Basic element FITS map cube
  • 3-D objects axes are latitude, longitude, energy
  • Background and signal sources for Monte Carlo
    simulation
  • Background and signal models for likelihood
    analysis

5
Ingredients for analysis of extended objects
  • Source models
  • GALPROP (galactic diffuse emission simulation)
    output is GALPROP format mapcubes
  • Tool for converting GALPROP format mapcube to
    GLAST science tools format mapcube
  • Your own tool for making correctly formatted
    mapcubes for the source under study
  • GLAST science tools
  • gtobssim input is mapcube, output is event data
  • gtcntsmap input is event data, output is data
    mapcube
  • gtsrcmaps input is source model mapcube, output
    is IRF convolved source model mapcube
  • gtlikelihood inputs are data/model mapcubes
  • Other software for automation / inspection
  • control scripts for automated analysis pipeline
    I use python
  • Graphics I use hippodraw http//www.slac.stanfo
    rd.edu/grp/ek/hippodraw/

6
Overview of Talk
  1. Software tools
  2. Small extended sources
  3. Large extended sources

7
Test case for extended source
  • Context of test case simulation of Milky Way
    dark matter satellites (Taylor and Babul
    2004,2005)
  • Coordinate of test case
  • l,b9.8deg,-31.0deg
  • Most of gamma flux is within 1.5 deg of clump
    center
  • 70 counts signal, 43 counts background for 55
    days of GLAST (not DC2), within 1.5 deg of clump
    center, Egt1GeV

8
Angular distribution(Egt1GeV)
9
Energy spectrum(within /- 1.5 deg of clump
center)
10
Overview of Talk
  1. Software tools
  2. Small extended sources
  3. Large extended sources

11
Test case galactic diffuse analysis
  • Likelihood fit for mapcube normalizations from
  • GALPROP cosmic ray induced p0
  • GALPROP cosmic ray inverse compton
  • GALPROP bremsstrahlung
  • residual charged particle background
  • Isotropic diffuse
  • Point sources from catalog group
  • Scan through GALPROP cosmic ray models, find best
    fit model(s)

12
Analysis of residual charged particle background
  • significant mainly in the range below 100 MeV
  • large part of it is 'irreducible, i.e. real
    gamma rays
  • Julie has posted the DC2 charged particle data
    here https//confluence.slac.stanford.edu/display
    /DC2/backgndDC2-GR-v7r3p5
  • Ideas for analyzing residual charged particle
    background
  • make map cubes of the residual charged particle
    background
  • compare the estimate of residual charged
    particle background with variations in the DC2
    data
  • Time-dependent analysis background on vs
    off comparison
  • Geomagnetic latitude range comparisons
  • zenith angle range comparisons

13
test run example
  • GALPROP configuration
  • Gamma energy range 10 MeV 1TeV
  • nucleus injection indices 1.5/2.42 (break
    rigidity 10e3MV)
  • electron injection indices 1.5/2.42 (break
    rigidity 20e3MV)
  • Observation simulation
  • 1-day in-orbit, DC1A IRF
  • GALPROP cosmic ray induced p0
  • GALPROP cosmic ray inverse compton
  • Isotropic extragalactic
  • Likelihood model fit
  • Energy range 30MeV-200GeV, all sky
  • GALPROP cosmic ray induced p0 (free
    normalization)
  • GALPROP cosmic ray inverse compton (free
    normalization)
  • Isotropic extragalactic (free normalization)

14
Example all sky test rundata vs best fit models
GALPROP Cosmic ray IC p0
GALPROP Cosmic ray IC
extragalactic
15
Things to do for DC2 analysis
  • Include residual charged particle background
  • Include found point sources from catalog group in
    DC2 likelihood fit
  • Diffuse analysis group should produce a best
    fit model, give diffuse model to catalog group
    for 2nd iteration on source detection?
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