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1 Search for Dark Matter Galactic Satellites with Fermi-LAT Ping Wang KIPAC-SLAC, Stanford University Representing the Fermi LAT Collaboration.

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Presentation on theme: "1 Search for Dark Matter Galactic Satellites with Fermi-LAT Ping Wang KIPAC-SLAC, Stanford University Representing the Fermi LAT Collaboration."— Presentation transcript:

1 1 Search for Dark Matter Galactic Satellites with Fermi-LAT Ping Wang KIPAC-SLAC, Stanford University Representing the Fermi LAT Collaboration

2 2 Outline Gamma-rays produced from Weakly Interacting Massive Particle (WIMP) annihilation and Final State Radiation (FSR) Fermi LAT sensitivity to Dark Matter (DM) satellites Criteria for DM satellite candidate selection Preliminary results for 3-month LAT data

3 3 Gamma-rays from WIMP Annihilation and FSR Secondary photons mainly through   decay; dominant if mainly annihilation into heavy quarks or gauge bosons –Non-power-law; a soft cutoff at DM particle’s mass Photons directly radiated from the external legs; dominant if mainly annihilating into charged leptons –Very hard spectrum (~1/E); a sharp cutoff at DM particle’s mass Photon spectrum ~ 1/E Birkedal et al., 2005

4 4 Fermi LAT Sensitivity to DM Satellites Simulation of Milky Way dark matter satellites with truncated NFW profile from Taylor & Babul, 2004, 2005 Background estimate using Galprop diffuse and isotropic power law extragalactic diffuse (Sreekumar et al.) Generic WIMP model: WIMP mass 100GeV, cross-section 2.3e-26 cm^3/s, bb-bar only –This model can give the required relic density Compare the signal, background flux inside the tidal radius No. of sigma = signal / sqrt (bkgd + signal) ~3 with >5sigma for 1 year ~10 with >5sigma for 5 years

5 5 Fermi LAT Sensitivity to DM Satellites Simulation of Milky Way dark matter satellites with truncated NFW profile from Taylor & Babul, 2004, 2005 Background estimate using Galprop diffuse and isotropic power law extragalactic diffuse (Sreekumar et al.) Generic WIMP model: WIMP mass 100GeV, cross-section 2.3e-26 cm^3/s, bb-bar only Compare the signal, background flux inside the tidal radius No. of sigma = signal / sqrt (bkgd + signal) 24 realizations Galprop conv. DM satellites with >5 sigma for 1yr LAT observation Average of radial extension (observed by LAT) ~ 1 deg Radial extension (deg)

6 6 Criteria for DM Satellite Candidate Selection Source has spatial extension (can be resolved by the LAT) Source energy spectrum is non-power-law (if WIMP annihilation) or 1/E power-law (if FSR) Source is not variable Source has no counterparts at other wavelengths

7 7 Analysis Method to Search for DM Satellites using LAT Data Blind search strategy –Optimize the analysis method using 3-month LAT data –Fix the analysis method and analyze 1-year LAT data Analysis method –Search for 5 sigma detections with |b|>10deg, which are not identified in Fermi LAT catalog –Test source extension Hypothesis testing: NFW model VS. point source model –Test source energy spectrum Hypothesis testing: WIMP annihilation spectrum VS. power law spectrum –Test source variability Light curve 1 week bins

8 8 Preliminary Results for 3-month LAT Data 3-month data –Aug 8 th – Nov 7 th, 2008 –200 MeV – 60 GeV –“Diffuse” class One interesting example –Possibly extended source –Possibly non-power-law –Not variable based on light curve with time interval 1 week –No molecular cloud counterpart –No dSph counterpart

9 9 TS Map and Residual TS Map for 200 MeV – 60 GeV: 3-month data Residual TS>30 (>4sigma); like another source. Pixel size = 0.125 deg Grid size = 2 deg x 1 deg TS Map: point source modelResidual TS Map PRELIMINARY

10 10 TS Map and Residual TS Map for 200 MeV – 300 GeV: 10-month data Residual TS>40 (>5sigma); like another source. Pixel size = 0.125 deg Grid size = 2 deg x 1 deg TS Map: point source modelResidual TS Map PRELIMINARY

11 11 Smoothed Counts Map for 200 MeV – 300 GeV: 10-month data Also seems another source in this counts map Pixel size = 0.125 deg Grid size = 2 deg x 1 deg Smoothed Counts Map PRELIMINARY

12 12 Preliminary Results for 3-month LAT Data One interesting example –Possibly extended source –Possibly non-power-law –Not variable based on light curve with time interval 1 week –No molecular cloud counterpart –No dSph counterpart –Two close sources Confirmed by 10-month data

13 13 Summary The Fermi LAT offers a unique opportunity to discover DM satellites by the gamma rays produced in WIMP annihilations –Energy Spectrum –Spatial extent –Steady source –No counterparts at other wavelengths No DM satellite found in 3-month LAT data, and this result is consistent with generic WIMP model and N-body simulations.

14 14 Back up slides

15 15 TS Map and Residual TS Map for 1.6GeV – 3.2 GeV: 10-month data Residual TS~25 (~5sigma); like another source. Pixel size = 0.125 deg Grid size = 2 deg x 1 deg TS Map: point source modelResidual TS Map PRELIMINARY

16 16 Light Curve Light curve with time interval 1 week Within 2 deg radius region around the source PRELIMINARY

17 17 Test Statistic TS = 2 * (ln(L1) – ln(L0)) TS approximately follows a chi-square distribution if comparing two hierarchically nested models. –L1: bkgd and a source –L0: bkgd only Otherwise, need to define a threshold of TS to accept (or reject) hypothesis 0. –Gtlike: DM spectrum VS. power law spectrum L1: bkgd and a DM point source (DMFit model for bb-bar channel only) L0: bkgd and a pwl point source model (pwl spectrum model) –Sourcelike: NFW source VS. point source L1: bkgd and a NFW source L0: bkgd and a point source

18 18 DM Spectrum VS. Pwl Data 0: pwl index Data 0: flux /m^2/s (10MeV- 600GeV) No. of samples Significance level deltaTS 2.01.0e-310,0000.0012.95 2.06.0e-410,0000.0016.35 1.57.0e-510,0000.0014.52 1.54.0e-510,0000.0013.48 2.51.0e-210,0000.001-0.06 2.55.0e-310,0000.0014.31

19 19 NFW VS. Point source Data 0: pwl index Data 0: flux /m^2/s (10MeV- 600GeV) No. of samples Significance level deltaTS 2.01.0e-31,0000.0015.21 2.06.0e-41,0000.0016.82

20 20 Simulation of Gamma-ray Flux from Neutralino Annihilation in the Milky Way Gamma-ray flux from WIMP annihilation Milky Way Halo simulated by Taylor & Babul (2005) All-sky map of DM gamma ray emission (Baltz 2006)


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