Fermi Cycle-2 Proposal Workshop Center for Astrophysics, Feb. 13, 2009 Dave Davis, FSSC 1 FSSC Science Tools for Cycle 2.

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Presentation transcript:

Fermi Cycle-2 Proposal Workshop Center for Astrophysics, Feb. 13, 2009 Dave Davis, FSSC 1 FSSC Science Tools for Cycle 2

Fermi Cycle-2 Proposal Workshop Center for Astrophysics, Feb. 13, 2009 Dave Davis, FSSC 2 Science Tools: Summary Collaborative effort: FSSC, LAT & GBM Team Is released as an FTOOLS package –Adherence to broader HEASARC standards –“Atomic” executables, FITS i/o, IRAF style param files –Scriptable, with GUI implementation –Existing tools used when possible and appropriate e.g. FV, DS9, XSPEC GBM related tools released prior to Cycle 1 (8/08)

Fermi Cycle-2 Proposal Workshop Center for Astrophysics, Feb. 13, 2009 Dave Davis, FSSC 3 Science Tools: Summary cont. Full set of LAT tools prior to Cycle 2 (2/6/09)! LAT analysis has challenges associated w/PSF, backgrounds, scanning mode –Usability and viability demonstrated Early mission science! Data challenges (GLAST LAT collaboration) Beta testing (1 st : hands-on tutorial, 2 nd : distribute SW & docs)

Fermi Cycle-2 Proposal Workshop Center for Astrophysics, Feb. 13, 2009 Dave Davis, FSSC 4 Science Analysis Tools Overview of capabilities –Maximum likelihood tool—spatial-spectral analysis of region (source detection, flux) Includes background models –Pulsars—period analysis, blind searches Includes ephemerides DB –Event-level observation simulator enables modeling of a large variety of sources: flaring and periodic sources with spectral variability, diffuse sources, etc. –GRBs—temporal cuts, spectral analysis: Ftools, XSPEC Tools and documentation are released through FSSC website

Fermi Cycle-2 Proposal Workshop Center for Astrophysics, Feb. 13, 2009 Dave Davis, FSSC 5 Science Tools: Flowchart

Fermi Cycle-2 Proposal Workshop Center for Astrophysics, Feb. 13, 2009 Dave Davis, FSSC 6 Science Tools: Documentation Multi-Tier Documentation –Full set accompanies SW release Fermi Mission Technical Handbook –Multiple levels: Detailed analysis description (‘Cicerone’) Individual tool descriptions (like fhelp) Analysis threads (cook book examples) Also, ‘Crash Course’ guide

Fermi Cycle-2 Proposal Workshop Center for Astrophysics, Feb. 13, 2009 Dave Davis, FSSC 7 Supported Platforms Platform Configure Success Build Success Install Success Pl Thread Test pass Pulsar Thread Test pass SL 4 32bit 100% SL 5 32bit 100% SL 4 64bit 100% 85%100% SL 5 64bit 100% 85%100% OSX PPC Tiger 100% OSX Intel Tiger 100% OSX PPC Leopard 100% OSX Intel Leopard 100%

Fermi Cycle-2 Proposal Workshop Center for Astrophysics, Feb. 13, 2009 Dave Davis, FSSC 8 Science Tools: Simulations Science Tools include simulation tool; gtobssim. Proposers can simulate more realistic scenarios than with web based tools, e.g. multiple point sources of differing intensities, spectra including backgrounds, mono-energetic sources, pulsed or transient sources.

Fermi Cycle-2 Proposal Workshop Center for Astrophysics, Feb. 13, 2009 Dave Davis, FSSC 9 Science Tools: Simulations cont

Fermi Cycle-2 Proposal Workshop Center for Astrophysics, Feb. 13, 2009 Dave Davis, FSSC 10 Observation Simulation Simple example source model: –LSI , flux estimated from LAT monitored source page: model as a constant source even though BSL paper shows that it varies –PKS 2155  304, high state –Galactic diffuse component –Isotropic extragalactic diffuse (EGRET measurement) Could also use Bright Source List to build model: Perform a week-long simulation

Fermi Cycle-2 Proposal Workshop Center for Astrophysics, Feb. 13, 2009 Dave Davis, FSSC 11 Observation Simulation Define a source model in xml: A more recent version of the GALPROP model will be available from the FSSC site Flux units for the gtobssim models are ph m -2 s -1

Fermi Cycle-2 Proposal Workshop Center for Astrophysics, Feb. 13, 2009 Dave Davis, FSSC 12 Observation Simulation Other examples are distributed with the ScienceTools and can be found in ${FERMI_DIR}/xml/fermi/observationSim

Fermi Cycle-2 Proposal Workshop Center for Astrophysics, Feb. 13, 2009 Dave Davis, FSSC 13 Running gtobssim: The pointing history will be generated with idealized survey mode

Fermi Cycle-2 Proposal Workshop Center for Astrophysics, Feb. 13, 2009 Dave Davis, FSSC 14 Auxiliary files for gtobssim: Output files: Entries can be commented out with a “#” Event files Pointing file contains MC_SRC_ID mapping Can include multiple xml files here a list of event files as input to the tools

Fermi Cycle-2 Proposal Workshop Center for Astrophysics, Feb. 13, 2009 Dave Davis, FSSC 15 Counts Maps All-sky map created with gtbin: LSI PKS 2155  304

Fermi Cycle-2 Proposal Workshop Center for Astrophysics, Feb. 13, 2009 Dave Davis, FSSC 16 Counts Maps Counts maps with gtbin, all-sky map example: event file or list of event files

Fermi Cycle-2 Proposal Workshop Center for Astrophysics, Feb. 13, 2009 Dave Davis, FSSC 17 Counts Maps LSI and PKS 2155  304 regions: Extraction regions for Xspec analysis

Fermi Cycle-2 Proposal Workshop Center for Astrophysics, Feb. 13, 2009 Dave Davis, FSSC 18 Likelihood Analysis Unbinned and binned modes are available. I’ll describe unbinned analysis. Several tools are needed to define the model and prepare the data – modeleditor : GUI for preparing the xml model definition file – gtselect: applies region-of-interest cuts – sky acceptance cone, energy range (0.2 – 300 GeV), time range, zenith angles (< 105  ) – gtmktime: constructs good time intervals (GTIs) based on pointing information selections and zenith angle cuts

Fermi Cycle-2 Proposal Workshop Center for Astrophysics, Feb. 13, 2009 Dave Davis, FSSC 19 Likelihood Analysis cont. – gtdiffrsp: pre-computes integrals over spatial distribution of diffuse sources and adds a column per source to the event file. – gtltcube: integrates LAT livetime as a function of sky position and off-axis angle – gtexpmap: computes RoI-specific exposure maps – gtlike: f its model parameters using maximum likelihood Details of the method can be found in one

Fermi Cycle-2 Proposal Workshop Center for Astrophysics, Feb. 13, 2009 Dave Davis, FSSC 20 Likelihood Analysis cont. Using the modeleditor GUI: Add sources (point-like or diffuse) using the drop down menu

Fermi Cycle-2 Proposal Workshop Center for Astrophysics, Feb. 13, 2009 Dave Davis, FSSC 21 Likelihood Analysis cont. Edit source name, default fit parameters, bounds, scaling, etc. If a model component requires a FITS image (e.g., Galactic diffuse, SNR), enter the filename here

Fermi Cycle-2 Proposal Workshop Center for Astrophysics, Feb. 13, 2009 Dave Davis, FSSC 22 Likelihood Analysis cont. Extract the data in the RoI: Effective area varies strongly below 200 MeV Zenith angle cut to avoid Earth albedo photons. Important at low energies and for pointed mode. Choose an acceptance cone large enough to characterize any sources that may overlap with target These defaults mean “no time selection”

Fermi Cycle-2 Proposal Workshop Center for Astrophysics, Feb. 13, 2009 Dave Davis, FSSC 23 Likelihood Analysis gtmktime, gtltcube This removes time intervals when the RoI is intersected by the zenith angle cut

Fermi Cycle-2 Proposal Workshop Center for Astrophysics, Feb. 13, 2009 Dave Davis, FSSC 24 Likelihood Analysis gtexpmap

Fermi Cycle-2 Proposal Workshop Center for Astrophysics, Feb. 13, 2009 Dave Davis, FSSC 25 Likelihood Analysis gtdiffrsp

Fermi Cycle-2 Proposal Workshop Center for Astrophysics, Feb. 13, 2009 Dave Davis, FSSC 26 Likelihood Analysis Finally, running gtlike: This is the xml model file created using the modeleditor GUI

Fermi Cycle-2 Proposal Workshop Center for Astrophysics, Feb. 13, 2009 Dave Davis, FSSC 27 Warning messages based on Poisson probability of observed counts given the model prediction in these bands The Test Statistic (TS) is distributed as  2 for n dof. For a power law model TS = 25 is roughly 5 

Fermi Cycle-2 Proposal Workshop Center for Astrophysics, Feb. 13, 2009 Dave Davis, FSSC 28 Xspec Analysis PKS 2155  304, an HBL, with b =  52.2  (so the diffuse component is fairly flat). Extract source and background regions using gtselect: 7  radius background region 2  radius source region

Fermi Cycle-2 Proposal Workshop Center for Astrophysics, Feb. 13, 2009 Dave Davis, FSSC 29 Xspec Analysis Run gtbin to create on-source and background pha files, gtrspgen to generate response matrix. Use grppha ftool to set background file and background file scaling (ratio of solid angles). Run Xspec as usual (statistic cstat).

Fermi Cycle-2 Proposal Workshop Center for Astrophysics, Feb. 13, 2009 Dave Davis, FSSC 30 Xspec Analysis gtselect: 2 deg cone centered on PKS 2155  304

Fermi Cycle-2 Proposal Workshop Center for Astrophysics, Feb. 13, 2009 Dave Davis, FSSC 31 Xspec Analysis gtselect on background region:

Fermi Cycle-2 Proposal Workshop Center for Astrophysics, Feb. 13, 2009 Dave Davis, FSSC 32 Xspec Analysis gtbin to create pha file (same for source and bg)

Fermi Cycle-2 Proposal Workshop Center for Astrophysics, Feb. 13, 2009 Dave Davis, FSSC 33 Xspec Analysis gtrspgen There is effective area at off-axis angles > 60 , so override default energy range should be larger than data selection