LAT performance for DC2 and the “4-panel plot”

Slides:



Advertisements
Similar presentations
Statistical tests for replicated experiments Normal probability plots are a less formal diagnostic tool for detecting effects Normal probability plots.
Advertisements

Manufacturing Variation Plotting a Normal Distribution.
7 June 06 1 UW Point Source Detection and Localization: Compare with DC2 truth Toby Burnett University of Washington.
Emily Thompson May 5 – UMass HEP Exp Group Meeting 1 Tag-probe method: Fitting Z → μ + μ - mass peaks Motivation: 1. Want to use long p T tail of muon.
Science Tools 27 Sep 06 1 Generating post-DC2 IRFs: a proposal Toby Burnett.
Copyright (c) Bani K. Mallick1 STAT 651 Lecture #18.
Analysis Meeting 26 Sept 05T. Burnett1 UW classification: background rejection (A summary – details at a future meeting)
T. Burnett: IRF status 30-Jan-061 DC2 IRF Status Meeting agenda, references at:
Analysis Meeting 31Oct 05T. Burnett1 Classification, etc. status at UW Implement “nested trees” Generate “boosted” trees for all of the Atwood categories.
Hardware Failure Impacts Exercises S. Ritz. Issues Recent results from design reliability analysis (system engineering, Thurston et al.) Probabilities.
C&A 1 May 06 1 Point Source Detection and Localization Update Using the UW HealPixel database on DC2_2 data Toby Burnett University of Washington.
C&A 8 May 06 1 Point Source Localization: Optimizing the CTBCORE cut Toby Burnett University of Washington.
Analysis Meeting 17 Oct 05T. Burnett1 UW classification: background rejection Update with new all gamma and background samples.
THB Source Catalog Meeting 12/21/05 1 Healpixels and Wavelets Toby Burnett and Bruce Lesnick University of Washington.
Analysis Meeting 4/09/05 - T. Burnett 1 Classification tree Update Toby Burnett Frank Golf.
T. Burnett: IRF status 5-feb-061 DC2 IRF Status Meeting agenda, references at:
GLAST LAT ProjectIA Workshop 6 – Feb27,2006 S. Ritz Backgrounds and Trigger Rates 1 Backgrounds and Trigger Rates on Orbit S. Ritz with many contributions.
C&A 21 Aug 06 1 A Monte Carlo Puzzle, for the SCG Toby Burnett University of Washington.
CXC CUC September SDS Page 1 CUC Sep 2007 Science Data Systems – Jonathan McDowell.
T. Burnett C&A 31 July 06 Study of the G4 stepping cut value Toby Burnett and Anthony Nardozza (senior physics student) Are the results at all sensitive.
Science Requirements Verification GLAST LAT Project September 15, 2006: Pre-Shipment Review Presentation 2 of 12 GLAST Large Area Telescope Gamma-ray Large.
T. BurnettC&A group 15 Aug 051 Thoughts on PSF determination Quick review of the PSF function How we use it in Seattle More results from the All-gamma.
T. Burnett: PSF status 3Feb061 DC2 PSF Status The function: 8 bins in energy (2/decade), 6 in cos(  ) (0.1) Two classes A: GoodEvent3; C: GoodEvent1 &&
1 TEV PA Meeting July 2009 Preliminary Fermi-LAT Limits on High Energy Gamma Lines from WIMP Annihilation Yvonne Edmonds representing the Fermi-LAT Collaboration.
Conditional Distributions and the Bivariate Normal Distribution James H. Steiger.
Copyright © The McGraw-Hill Companies, Inc. Permission required for reproduction or display. 1 Part 4 Curve Fitting.
T. Burnett C&A 31 July 06 Study of the G4 stepping cut value Toby Burnett and Anthony Nardozza (senior physics student) Are the results at all sensitive.
Spectral analysis on faint extended sources: problems and strategies. Gamma-ray Large Area Space Telescope Omar Tibolla Padova University DC2 Closeout.
DC2 at GSFC - 28 Jun 05 - T. Burnett 1 DC2 C++ decision trees Toby Burnett Frank Golf Quick review of classification (or decision) trees Training and testing.
1 2 nd Pre-Lab Quiz 3 rd Pre-Lab Quiz 4 th Pre-Lab Quiz.
Fermi LAT Monash University Nov 21, 2009 R.DuboisFermi LAT Science Analysis Tutorial1 Issues in a Nutshell LS5039 Low stats: 4k photons in 1 yr Strong.
Simulations Report E. García, UIC. Run 1 Geometry Radiator (water) 1cm x 2cm x 2cm with optical properties Sensitive Volume (hit collector) acrylic (with.
G. Cowan RHUL Physics LR test to determine number of parameters page 1 Likelihood ratio test to determine best number of parameters ATLAS Statistics Forum.
GLAST LAT Project DC2 Closeout Workshop, GSFC, 31 May-2 June Comparisons of Searches for Sources in the DC2 Data S. W. Digel Stanford Linear Accelerator.
Statistics 3502/6304 Prof. Eric A. Suess Chapter 4.
DIJET STATUS Kazim Gumus 30 Aug Our signal is spread over many bins, and the background varies widely over the bins. If we were to simply sum up.
GLAST/LAT analysis group 31Jan05 - T. Burnett 1 Creating Decision Trees for GLAST analysis: A new C++-based procedure Toby Burnett Frank Golf.
GLAST LAT Project DC2 Software Workshop, GSFC, June 27-29, Analytical Objectives for Science Tools for DC2 for DC2 S. W. Digel Stanford Linear Accelerator.
T. Burnett: Anagroup 5/24/04 1 Latest PSF and Point-source sensitivity prediction status Anagroup meeting Toby Burnett 24 May 04.
GLAST Science Support Center May 8, 2006 GUC Meeting AI#28. SAE Release Schedule David Band (GSSC/JCA-UMBC) Julie McEnery (GSFC)
Workshop Method Validation in Analytical Sciences Current practices and future challenges Gent, 9-10 May 2016 Report from WG 3 Validation of qualitative.
Managerial Economics & Decision Sciences Department random variables  density functions  cumulative functions  business analytics II Developed for ©
GLAST Science Support Center November 8, 2005 GUC Action Item #15 AI#15: Pre-Launch GI Proposal Tools David Band (GSSC/JCA-UMBC)
Likelihood analysis of small diffuse sources Riccardo Rando Elisa Mosconi, Omar Tibolla DC2 Kickoff Meeting – SLAC, 1-3 March 2006.
Predicting Energy Consumption in Buildings using Multiple Linear Regression Introduction Linear regression is used to model energy consumption in buildings.
LAT Performance Updates Plans and Procedures
Data Assimilation Research Testbed Tutorial
Logistic Regression Gary Cottrell 6/8/2018
Application of HEALpix Pixelization to Gamma-ray Data
First day: Planets, Sun and Moon
Prospects for Observations of Microquasars with GLAST LAT
Lecture Slides Elementary Statistics Thirteenth Edition
Everyone thinks they know this stuff
NORMAL PROBABILITY DISTRIBUTIONS
° status report analysis details: overview; “where we are”; plans: before finalizing result.. I.Larin 02/13/2009.
UW “Source Detection” Status
The Normal Probability Distribution Summary
12/1/2018 Normal Distributions
LAT Software Quality Assurance
Parametric Survival Models (ch. 7)
Validating Student Growth During an Assessment Transition
Nonlinear regression.
Seam Carving Project 1a due at midnight tonight.
Galactic Diffuse Emission for DC2
Continuous distributions
Update on “Channel Models for 60 GHz WLAN Systems” Document
Statistical tests for replicated experiments
Adaptive Rescaling Maximizes Information Transmission
° status report analysis details: overview; “where we are”; plans: before finalizing result.. I.Larin 02/13/2009.
Presentation transcript:

LAT performance for DC2 and the “4-panel plot” Toby Burnett DC2 workshop 28 June 05 - T. Burnett

The proposal, motivated by Steve Update the LAT performance plots now at http://www-glast.slac.stanford.edu/software/IS/glast_lat_performance.htm Use all_gamma updated for DC2 Connect with Science Tools versions of the IRF functions (see Jim’s talk) Question: Can one reliably use IRF functional representations? DC2 workshop 28 June 05 - T. Burnett

My PSF and Point Source Sensitivity Analysis There are three memos in LAT docs on the subject: AN-3455, a proposed PSF functional representation Propose that we formally adopt it AN-3456, analysis of all-gamma with GR v4r2, DC1 cuts, including fits to the PSF and Aeff AN-4369, Implications for point source sensitivity. Two plots from this memo are in the LAT performance page Examine the functional form DC2 workshop 28 June 05 - T. Burnett

The PSF function: 2 parameters Let  be the deviation between actual and measured direction (McDirErr in tuple-speak), and define the scale factor . Then define the scaled difference u = 0.5(/ )2 If both projected distributions are Gaussian, then 2= x2+ y2  is the standard deviation, and the probability distribution for u is exp(-u). What we observe is not exp(-u), but (1+u/)- See the detailed discussion in the memo: note that this is actually Student’s T. DC2 workshop 28 June 05 - T. Burnett

DC2 workshop 28 June 05 - T. Burnett Panel a: the PSF It is normal incidence. I interpret it as the first bin in cos(), so <26 deg. I evaluate in 2 bins per energy decade, using the Atwood function of the generated energy to scale the deviation DC2 workshop 28 June 05 - T. Burnett

DC2 workshop 28 June 05 - T. Burnett Panel a, cont. Example of the results. The Atwood scaling function removes most of the energy dependence, but the shape depends on energy. Each point is then rescaled back to degrees… DC2 workshop 28 June 05 - T. Burnett

DC2 workshop 28 June 05 - T. Burnett Panel a: the new result DC2 workshop 28 June 05 - T. Burnett

DC2 workshop 28 June 05 - T. Burnett Panel a: a footnote Do the 68% (and 95%) values correspond to the simple analytic function? DC2 workshop 28 June 05 - T. Burnett

DC2 workshop 28 June 05 - T. Burnett Panel b This must include the background-suppression cuts, but that is somewhat science-dependent. The cuts actually introduce a “wart”. We expunge this! DC2 workshop 28 June 05 - T. Burnett

DC2 workshop 28 June 05 - T. Burnett Panel b Points are measured for 0-26 degrees, adjusted by 4% to account for drop Lines are simple “logistic function” representations DC2 workshop 28 June 05 - T. Burnett

DC2 workshop 28 June 05 - T. Burnett Panel c This is slightly energy dependent. Don’t know what was used here, I’ll take the results for 1000 GeV, front+back. DC2 workshop 28 June 05 - T. Burnett

DC2 workshop 28 June 05 - T. Burnett Panel c Curve is a simple linear (in cos theta) fit with two segments DC2 workshop 28 June 05 - T. Burnett