2D binned likelihood source detection

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I. Grenier GSFC ’06 2D binned likelihood 2D binned likelihood source detection source detection Jean-Marc Casandjian CEA Saclay

description

2D binned likelihood source detection. Jean-Marc Casandjian CEA Saclay. 2D binned likelihood with DC2. GOAL: find a fast way to get good enough source fluxes and positions in particular a good position compare with the current unbinned likelihood performance - PowerPoint PPT Presentation

Transcript of 2D binned likelihood source detection

Page 1: 2D binned likelihood source detection

I. Grenier GSFC ’06

2D binned likelihood2D binned likelihoodsource detectionsource detection

2D binned likelihood2D binned likelihoodsource detectionsource detection

Jean-Marc Casandjian

CEA Saclay

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I. Grenier GSFC ’06

2D binned likelihood with DC22D binned likelihood with DC22D binned likelihood with DC22D binned likelihood with DC2

GOAL: find a fast way to get good enough source fluxes and positions

• in particular a good position

• compare with the current unbinned likelihood performance

use of the EGRET program LIKE (fortran, Mattox et al. 1994)

• not fast !!!

binning 0.5° x 0.5° energy bands:

• 100MeV - 200GeV

• 300MeV - 1GeV

• 1GeV - 200GeV

input generated with gtcntsmap, gtmodelmap and exposure_map

• LAT PSF assuming E-2.3 sources

• counts and exposure maps for the whole period

• Galactic interstellar emission maps

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sky tesselationsky tesselationsky tesselationsky tesselation

45 regions of interest in (l,b) and (,)

for each RoI and energy band: 4 likelihood maps iteratively computed

012345678

101112131415161718

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404142434445464748

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I. Grenier GSFC ’06

iterations 1 & 2iterations 1 & 2iterations 1 & 2iterations 1 & 2

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I. Grenier GSFC ’06

interations 3 & 4interations 3 & 4interations 3 & 4interations 3 & 4

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DC2 sourcesDC2 sourcesDC2 sourcesDC2 sources

extended sources detected soft sources detected twice

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coordinate problemcoordinate problemcoordinate problemcoordinate problem

offset problem between the gtmodelmap binning and LIKE’s interpretation of it

all sources along Gal. plane shifted by 0.25°

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distance (deg)

Flux difference (%)

catalogue vs. 2D resultscatalogue vs. 2D resultscatalogue vs. 2D resultscatalogue vs. 2D results

df resulting from binning

d < 1 bin typically 0.5° binning ill-adapted at high-

energy

• will be updated soon

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conclusionsconclusionsconclusionsconclusions

running time estimate of ~ 12 hours with a small 10 cpu cluster for an optimized program

energy-dependent binning to get precise fluxes and positions for a large range of spectral indices

• 0.5° x 0.5° binning enough for a quick-look search for potential source candidates reasonably bright transient search

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=qhi.HI + qco.WCO + qicIC + qsou.Sources + Cst

qhiHI =qhi01.HI_01 + qh2i.HI_2 + qhi3.HI_3 + qhi4.HI_4 + qhi5.HI_5 + qhi6.HI_6 + qhi78.HI_78

IC still low