MONTE CARLO CONSTRAINTS ON INSTRUMENT CALIBRATION · 2019-10-08 · Sachin Tendulkar Ian Botham...
Transcript of MONTE CARLO CONSTRAINTS ON INSTRUMENT CALIBRATION · 2019-10-08 · Sachin Tendulkar Ian Botham...
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MONTE CARLO CONSTRAINTS ON INSTRUMENT CALIBRATION
JEREMY DRAKE, PETE RATZLAFF, VINAY KASHYAP AND THE MC CALIBRATION UNCERTAINTIES TEAM
11th IACHEC Meeting, Pune March 2016
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MONTE CARLO CONSTRAINTS ON INSTRUMENT CALIBRATION
JEREMY DRAKE, PETE RATZLAFF, VINAY KASHYAP AND THE MC CALIBRATION UNCERTAINTIES TEAM
11th IACHEC Meeting, Pune March 2016
MONTE CARLO CONSTRAINTS ON INSTRUMENT CALIBRATION
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MONTE CARLO CONSTRAINTS ON INSTRUMENT CALIBRATION
OUTLINE
▸ Brief review of our MC uncertainties method
▸Using observations as MC calibration constraints: G21.5-0.6
▸Using observations and MC methods for cross-calibration
IACHEC 11 Pune 2016
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MONTE CARLO CONSTRAINTS ON INSTRUMENT CALIBRATION
MONTE CARLO APPROACH TO CALIBRATION UNCERTAINTIES
▸ Use brute-force Monte Carlo methods instead:
▸ Simulate 100’s-1000s of response functions that sample nominal response and its uncertainties
▸ Repeat parameter estimation and examine distributions of “best-fit” parameters
▸ Can be used to understand the true accuracy of flux measurements, parameter fits… and refine the calibration itself
Highly correlated - analytical solutions difficult....
IACHEC 11 Pune 2016
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MONTE CARLO CONSTRAINTS ON INSTRUMENT CALIBRATION
CONTEXT WITH PYBLOCXS, STATISTICS APPROACHES
Finesse Brute Force
Sachin TendulkarIan Botham
IACHEC 11 Pune 2016
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MONTE CARLO CONSTRAINTS ON INSTRUMENT CALIBRATION
CONTEXT WITH PYBLOCXS, STATISTICS APPROACHES
Finesse Brute Force
“If you make a team with the No.11’s from all the teams, Hirwani would still bat at No.11” - Harsha Bhogle
Baseball
IACHEC 11 Pune 2016
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MONTE CARLO CONSTRAINTS ON INSTRUMENT CALIBRATION
TYPICAL UNCERTAINTY CHAIN: CHANDRA ACIS-S
IACHEC 11 Pune 2016
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MONTE CARLO CONSTRAINTS ON INSTRUMENT CALIBRATION
GENERATING MONTE CARLO EFFECTIVE AREAS
▸ Parameterised instrument models where available; vary parameters, re-compute response, eg:
▸ Mirror trial models
▸ CCD QE, contamination, RMF models
▸ Use a “perturbation function” - a perturbation vs E by which to change subassembly responses between edges
▸ Combine the above into an ARF multiplicative perturbation
IACHEC 11 Pune 2016
[Do MC RMFs too but not discussed today…]
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MONTE CARLO CONSTRAINTS ON INSTRUMENT CALIBRATION
FOR HRMA WE ALSO USE RAY-TRACE MODEL AREAS
Equal probabilities, except x2 for model f
IACHEC 11 Pune 2016
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MONTE CARLO CONSTRAINTS ON INSTRUMENT CALIBRATION
PERTURBATION FUNCTION
2014: Added “maxdiff” - the maximum difference allowed between min and max perturbation - controls curvature in function, prevents unrealistic deviations
(Emindev)
(Emaxdev)
(edgeveto)
IACHEC 11 Pune 2016
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MONTE CARLO CONSTRAINTS ON INSTRUMENT CALIBRATION
PERTURBATION INPUT FILE
▸ Uncertainty data for each instrument subassembly (MM=multi-mirror, OBFM=optical blocking filter medium, etc)
▸ Each line refers to an energy range (in keV) bounded by instrument edges
▸ Format: Emin,Emindev,Emax,Emaxdev,Edgeveto, maxdiff
MM 0.05 0.04 2.291 0.04 0.03 0.04 2.291 0.03 3.425 0.03 0.01 0.03 3.425 0.03 7.000 0.03 0.005 0.03 7.000 0.05 12.0 0.10 0.10 CONTAM 0.05 0.10 0.2838 0.02 0.02 0.10 0.2838 0.02 0.4099 0.02 0.02 0.02 0.4099 0.02 0.532 0.02 0.01 0.02 0.532 0.02 0.6967 0.02 0.02 OBFM 0.05 0.15 0.297 0.07 0.04 0.15 0.297 0.06 0.540 0.03 0.02 0.06 0.540 0.02 1.567 0.02 0.02 0.02 1.567 0.02 12.0 0.02 0.02 EPICPN 0.05 0.20 0.132 0.10 0.11 0.20 0.132 0.15 0.539 0.05 0.03 0.15 0.539 0.04 1.827 0.04 0.03 0.04 1.827 0.04 12.0 0.03 0.04
IACHEC 11 Pune 2016
WE CAN PERFORM THE SAME (DIS)SERVICE FOR YOUR MISSIONS!
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MONTE CARLO CONSTRAINTS ON INSTRUMENT CALIBRATION
HOW ARE CALIBRATION UNCERTAINTIES DISTRIBUTED?.
▸ Rigorous treatment requires knowledge of how uncertainties are distributed
▸ Unknown!
▸ Assume a truncated normal distribution -1σ to +1σ
▸ Peaked at preferred value
▸ Includes gut feeling!
IACHEC 11 Pune 2016
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MONTE CARLO CONSTRAINTS ON INSTRUMENT CALIBRATION
RESULTING ACIS-S3 AREAS
Nominal response
IACHEC 11 Pune 2016
These are the basis of the pyBLoCXS calibration uncertainties
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MONTE CARLO CONSTRAINTS ON INSTRUMENT CALIBRATION
XMM-NEWTON SAMPLE AREAS
10�1 100 101
Energy (keV)
0
200
400
600
800
1000
1200
1400E
ffect
ive
Are
a(c
m2 )
Simulated EPIC-PN ARFS
Nominal area
MC areas
IACHEC 11 Pune 2016
Medium filter
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MONTE CARLO CONSTRAINTS ON INSTRUMENT CALIBRATION
EXERCISE: LIMITING ACCURACY OF X-RAY TELESCOPES
▸ Method applied to Chandra ACIS-S, XMM EPIC-pn, NuSTAR (see Kristin’s talk):
▸ Simulate spectrum (“fakeit”)
▸ Fit using different effective area realisations a lot of (e.g. 1000) times
▸ XSPEC driven by Perl (Sherpa driven by Python soon…)
▸ Models: blackbody, MEKAL, power-law; all with ISM absorption
▸ Compare with fits to 1000 different “fakeits” using nominal area to probe uncertainties from only counting statistics
IACHEC 11 Pune 2016
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MONTE CARLO CONSTRAINTS ON INSTRUMENT CALIBRATION
EXAMPLE FITTED PARAMETER DISTRIBUTIONS: EPIC-PN
Different spectrum realisations
Different area realisations
IACHEC 11 Pune 2016
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MONTE CARLO CONSTRAINTS ON INSTRUMENT CALIBRATION
XMM EPIC-PN LIMITING PRECISION
Different spectrum realisations
Different area realisations
IACHEC 11 Pune 2016
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MONTE CARLO CONSTRAINTS ON INSTRUMENT CALIBRATION
LIMITING PRECISION SUMMARY
▸ MC analysis using best guess effective area uncertainties finds that the limiting precisions of Chandra and XMM-Newton are reached for about 10,000 counts; ie increasing exposure time to get more counts does not help the accuracy of the fit
▸ BUT:
▸ based only “best guess” uncertainties at subassembly level
▸ how to make sure we do not end up with areas too deviant and to improve uncertainty estimates?
IACHEC 11 Pune 2016
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HOW DO WE IMPROVE UNDERSTANDING OF THE TRUE UNCERTAINTIES?
IACHEC 11 Pune 2016
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G21.5 -0.6 IACHEC 11 Pune 2016
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MONTE CARLO CONSTRAINTS ON INSTRUMENT CALIBRATION
G21.5 -0.6
▸ Plerionic SNR
▸ Appears to have power-law spectrum
▸ Used as an IACHEC cross-calibration source (Tsujimoto et al 2011)
▸ High NH - relatively insensitive to ACIS contamination model
Tsujimoto et al (2011)
IACHEC 11 Pune 2016
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MONTE CARLO CONSTRAINTS ON INSTRUMENT CALIBRATION
CHANDRA ACIS-S: SIMULTANEOUS FIT TO 8 OBSERVATIONS
IACHEC 11 Pune 2016
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IACHEC 11 Pune 2016MONTE CARLO CONSTRAINTS ON INSTRUMENT CALIBRATION
RESULTS
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MONTE CARLO CONSTRAINTS ON INSTRUMENT CALIBRATION
CONSTRAINTS ON “GOOD” AND “BAD” AREAS
IACHEC 11 Pune 2016
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MONTE CARLO CONSTRAINTS ON INSTRUMENT CALIBRATION
CONSTRAINTS ON “GOOD” AND “BAD” AREAS
IACHEC 11 Pune 2016
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MONTE CARLO CONSTRAINTS ON INSTRUMENT CALIBRATION
CONSTRAINTS ON “GOOD” AND “BAD” AREAS
IACHEC 11 Pune 2016
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MONTE CARLO CONSTRAINTS ON INSTRUMENT CALIBRATION
CONSTRAINTS ON “GOOD” AND “BAD” AREAS
IACHEC 11 Pune 2016
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Calibration
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MONTE CARLO CONSTRAINTS ON INSTRUMENT CALIBRATION
REFINE TELESCOPE PRECISION ESTIMATES
IACHEC 11 Pune 2016
PoissonCalibrationCalibration best 100
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WHY STOP AT JUST CHANDRA?
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MONTE CARLO CONSTRAINTS ON INSTRUMENT CALIBRATION
CHANDRA + NUSTAR: SIMULTANEOUS FIT
IACHEC 11 Pune 2016
Chandra ACIS
NuSTAR FPMs
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MONTE CARLO CONSTRAINTS ON INSTRUMENT CALIBRATION
“BAD” AREA RATIOS: CHANDRA
IACHEC 11 Pune 2016
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MONTE CARLO CONSTRAINTS ON INSTRUMENT CALIBRATION
“GOOD” AREA RATIOS: CHANDRA
IACHEC 11 Pune 2016
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SEE KRISTIN’S TALK NEXT FOR DISCUSSION OF NUSTAR CALIBRATION UNCERTAINTIES…
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MONTE CARLO CONSTRAINTS ON INSTRUMENT CALIBRATION
“BAD” AREA RATIOS: NUSTAR
IACHEC 11 Pune 2016
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MONTE CARLO CONSTRAINTS ON INSTRUMENT CALIBRATION
“GOOD” AREA RATIOS: NUSTAR
IACHEC 11 Pune 2016
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MONTE CARLO CONSTRAINTS ON INSTRUMENT CALIBRATION
CHANDRA + NUSTAR + XMM: SIMULTANEOUS FIT
IACHEC 11 Pune 2016
NuSTAR FPMs
Chandra ACIS
XMM pn
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MONTE CARLO CONSTRAINTS ON INSTRUMENT CALIBRATION
SUMMARY
▸ Application of MC effective areas to fitting of fiducial sources with assumptions about the spectral model provides a calibration discriminant
▸ Technique can be applied to multiple missions
▸ Technique can be applied to multiple and diverse sources (perturbation set is common to all)
▸ Needs refinements, e.g. balance between input spectra - “most counts wins”; improved input uncertainties…
IACHEC 11 Pune 2016
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Calibration
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