23
SCIENCE e Luca Conversi Herschel Science Centre OT2 DP Workshop ESAC, Madrid, 20-24/02/2012 Luca Conversi on behalf of the SPIRE ICC Extracting Photometry From SPIRE Maps Wednesday, 22 February 12

Extracting Photometry From SPIRE Maps - ESAherschel.esac.esa.int/twiki/pub/Public/DataProcessingWorkshop2012/... · Extracting Photometry From SPIRE Maps Wednesday, ... • The fine-scale

Embed Size (px)

Citation preview

Page 1: Extracting Photometry From SPIRE Maps - ESAherschel.esac.esa.int/twiki/pub/Public/DataProcessingWorkshop2012/... · Extracting Photometry From SPIRE Maps Wednesday, ... • The fine-scale

SCIENCEe

Luca ConversiHerschel Science Centre

OT2 DP WorkshopESAC, Madrid, 20-24/02/2012

Luca Conversion behalf of the SPIRE ICC

Extracting PhotometryFrom SPIRE Maps

Wednesday, 22 February 12

Page 2: Extracting Photometry From SPIRE Maps - ESAherschel.esac.esa.int/twiki/pub/Public/DataProcessingWorkshop2012/... · Extracting Photometry From SPIRE Maps Wednesday, ... • The fine-scale

Luca ConversiHerschel Science Centre

SCIENCEe

OT2 DP WorkshopESAC, Madrid, 20-24/02/20122

• Map  Calibration  and  Units– How  Calibration  is  Applied– Units  and  Beam  Areas

• Bright  Point  Source–Which  technique  to  use?– Estimating  uncertainties– Peak  fitting  demo

• Source  Extraction– Inside  HIPE:  DAOPhot  &  Sussextractor– Correction  factors

• Extended  Emission– Spectral  response  for  extended  sources– Caveats

Presentation Outline

Wednesday, 22 February 12

Page 3: Extracting Photometry From SPIRE Maps - ESAherschel.esac.esa.int/twiki/pub/Public/DataProcessingWorkshop2012/... · Extracting Photometry From SPIRE Maps Wednesday, ... • The fine-scale

Luca ConversiHerschel Science Centre

SCIENCEe

OT2 DP WorkshopESAC, Madrid, 20-24/02/2012

Calibration And Units - 1

• SPIRE Calibration is defined in a straightforward way

• When a detector is scanned directly over a point source, the peak deflection of the signal timeline equals the brightness of the source.

Scan of detector PSWE8 over

Neptune,obsid 1342187440

3

Wednesday, 22 February 12

Page 4: Extracting Photometry From SPIRE Maps - ESAherschel.esac.esa.int/twiki/pub/Public/DataProcessingWorkshop2012/... · Extracting Photometry From SPIRE Maps Wednesday, ... • The fine-scale

Luca ConversiHerschel Science Centre

SCIENCEe

OT2 DP WorkshopESAC, Madrid, 20-24/02/2012

Calibration And Units - 2

The timeline-based definition leads to some accounting corrections

• Units are in Jy/beam• Peak value is nominally the brightness

• Calibration applies to timelines• Map-making lowers the peaks

• Calibration is for ν*Fν = constant• Color correction for other spectral shapes

• Calibration is for point sources• Correction for extended sources

4

Wednesday, 22 February 12

Page 5: Extracting Photometry From SPIRE Maps - ESAherschel.esac.esa.int/twiki/pub/Public/DataProcessingWorkshop2012/... · Extracting Photometry From SPIRE Maps Wednesday, ... • The fine-scale

Luca ConversiHerschel Science Centre

SCIENCEe

OT2 DP WorkshopESAC, Madrid, 20-24/02/2012

• Pixelization  corrections  are  described  in  the  SPIRE  Observer’s  Manual:  see  Sec  5.2.11  

• For  nominal  pixel  sizes,divide  by  factors  of:

– 250µm:  0.941

– 350µm:  0.917

– 500µm:  0.903

250 350

500

Pixelization Correction

5

Wednesday, 22 February 12

Page 6: Extracting Photometry From SPIRE Maps - ESAherschel.esac.esa.int/twiki/pub/Public/DataProcessingWorkshop2012/... · Extracting Photometry From SPIRE Maps Wednesday, ... • The fine-scale

Luca ConversiHerschel Science Centre

SCIENCEe

OT2 DP WorkshopESAC, Madrid, 20-24/02/2012

• Colour  corrections  are  described  in  the  SPIRE  Observer’s  Manual:  see  Sec  5.2.8  

• Multiply  by  the  value  appropriate  for  your  source

• Different  corrections  for  point  and  extended  sources

• For  specific  cases  (e.g.,  grey  body),  compute  your  own  colour  correction.Filters  RSRF  are  available  in  the  calibration  tree:– rsrf  =  obs.calibration.phot.rsrf

6

Colour Correction

Wednesday, 22 February 12

Page 7: Extracting Photometry From SPIRE Maps - ESAherschel.esac.esa.int/twiki/pub/Public/DataProcessingWorkshop2012/... · Extracting Photometry From SPIRE Maps Wednesday, ... • The fine-scale

Luca ConversiHerschel Science Centre

SCIENCEe

OT2 DP WorkshopESAC, Madrid, 20-24/02/2012

Unit Conversion

• Use the fine-scale beam areas to convert Jy/beam to other units

• The fine-scale beam areas were measured from Neptune maps with 1-arcsec pixels

– 250µm: 423 arcsec2

– 350µm: 751 arcsec2

– 500µm: 1587 arcsec2

• However, these values may be updated in the upcoming weeks. Have a look at the SPIRE Twiki http://herschel.esac.esa.int/twiki/bin/view/Public/SpireCalibrationWeb?template=viewprint

• The convertImageUnit task will change maps to Jy/pixel or MJy/sr

7

Wednesday, 22 February 12

Page 8: Extracting Photometry From SPIRE Maps - ESAherschel.esac.esa.int/twiki/pub/Public/DataProcessingWorkshop2012/... · Extracting Photometry From SPIRE Maps Wednesday, ... • The fine-scale

Luca ConversiHerschel Science Centre

SCIENCEe

OT2 DP WorkshopESAC, Madrid, 20-24/02/20128

• Map  Calibration  and  Units– How  Calibration  is  Applied– Units  and  Beam  Areas

• Bright  Point  Source–Which  technique  to  use?– Estimating  uncertainties– Peak  fitting  demo

• Source  Extraction– Inside  HIPE:  DAOPhot  &  Sussextractor– Correction  factors

• Extended  Emission– Spectral  response  for  extended  sources– Caveats

Presentation Outline

Wednesday, 22 February 12

Page 9: Extracting Photometry From SPIRE Maps - ESAherschel.esac.esa.int/twiki/pub/Public/DataProcessingWorkshop2012/... · Extracting Photometry From SPIRE Maps Wednesday, ... • The fine-scale

Luca ConversiHerschel Science Centre

SCIENCEe

OT2 DP WorkshopESAC, Madrid, 20-24/02/2012

Gaussian Fitting

Peak-fitting is recommended for point sources

• Gaussian-fitting on maps gives good results for bright sources– Gaussian is good approximation for radii up to (22, 30, 42) arcsec for (PSW, PMW, PLW)

respectively

• Fitting Gaussians to timelines is under development by ICC– Better results for 100mJy+ sources– Prototype available as script on the HSC public TWiki:

http://herschel.esac.esa.int/twiki/pub/Public/SpireCalibrationWeb/bendoSourceFit_v0_9.py.txt

• Aperture photometry is possible– Official corrections not yet available– Derive your own

• Beam profiles are available in the calibration tree:– beamPSW = obs.calibration.phot.getBeamProf('PSW')– beamPMW = obs.calibration.phot.getBeamProf('PMW')– beamPLW = obs.calibration.phot.getBeamProf('PLW')

9

Wednesday, 22 February 12

Page 10: Extracting Photometry From SPIRE Maps - ESAherschel.esac.esa.int/twiki/pub/Public/DataProcessingWorkshop2012/... · Extracting Photometry From SPIRE Maps Wednesday, ... • The fine-scale

Luca ConversiHerschel Science Centre

SCIENCEe

OT2 DP WorkshopESAC, Madrid, 20-24/02/2012

Flux Uncertainties

Combine these in quadrature to estimate the uncertainty

• Uncertainty in the fitted amplitude– Includes the instrument and confusion noise

(minimum of ~5 mJy)

• 2%-3% of flux density for uncertainty in pixelization correction

• 7% of flux density for calibration uncertainty– 2% relative (band-to-band) uncertainty– 5% is Neptune model (does not apply to SPIRE colours)

10

Wednesday, 22 February 12

Page 11: Extracting Photometry From SPIRE Maps - ESAherschel.esac.esa.int/twiki/pub/Public/DataProcessingWorkshop2012/... · Extracting Photometry From SPIRE Maps Wednesday, ... • The fine-scale

Luca ConversiHerschel Science Centre

SCIENCEe

OT2 DP WorkshopESAC, Madrid, 20-24/02/201211

• Map  Calibration  and  Units– How  Calibration  is  Applied– Units  and  Beam  Areas

• Bright  Point  Source–Which  technique  to  use?– Estimating  uncertainties– Peak  fitting  demo

• Source  Extraction– Inside  HIPE:  DAOPhot  &  Sussextractor– Correction  factors

• Extended  Emission– Spectral  response  for  extended  sources– Caveats

Presentation Outline

Wednesday, 22 February 12

Page 12: Extracting Photometry From SPIRE Maps - ESAherschel.esac.esa.int/twiki/pub/Public/DataProcessingWorkshop2012/... · Extracting Photometry From SPIRE Maps Wednesday, ... • The fine-scale

Luca ConversiHerschel Science Centre

SCIENCEe

OT2 DP WorkshopESAC, Madrid, 20-24/02/2012

Source Extraction in HIPETwo source extractors are available within HIPE:

1. sourceExtractorSussextractor implements the SUSSEXtractor algorithm, as described by Savage & Oliver (2007), ApJ, 661, 1339. The image is smoothed with a convolution kernel, derived from the point response function, and the resulting smoothed image is searched for peaks, which are taken to be the positions of the point sources. The intensity in the smoothed image at the position of a point source is taken as the estimate of that source's flux density. Note that "NaN" pixels near point sources in the image or error extensions of the input image may prevent sourceExtractorSussextractor from finding that source

2. sourceExtractorDaophot implements the DAOPHOT (classic) algorithm, following the "FIND" and "APER" procedures in the IDL Astronomy User's Library. The image is smoothed with the DAOPHOT convolution kernel to find the source positions, as in the sourceExtractorSussextractor task. Then the source flux densities are estimated using aperture photometry, as in the aperturePhotometry task

• Both runnable as Tasks

• Both can accept input source lists

• You must compute corrections yourself

12

Wednesday, 22 February 12

Page 13: Extracting Photometry From SPIRE Maps - ESAherschel.esac.esa.int/twiki/pub/Public/DataProcessingWorkshop2012/... · Extracting Photometry From SPIRE Maps Wednesday, ... • The fine-scale

Luca ConversiHerschel Science Centre

SCIENCEe

OT2 DP WorkshopESAC, Madrid, 20-24/02/2012

Correction Factors

The simplest operation of extractors uses the FWHM of each band

• Averages for nominal pixels:– 250µm: 17.5 arcsec– 350µm: 23.9 arcsec– 500µm: 35.2 arcsec

• You can supply your own PRF image

• The fine-scale beam areas are needed (or the images must be converted)– (423, 751, 1587) arcsec2

Corrections are still needed for extractor outputs

• Need an aperture correction appropriate to FWHM– About 25% - 30%

• Still need color correction

13

Wednesday, 22 February 12

Page 14: Extracting Photometry From SPIRE Maps - ESAherschel.esac.esa.int/twiki/pub/Public/DataProcessingWorkshop2012/... · Extracting Photometry From SPIRE Maps Wednesday, ... • The fine-scale

Luca ConversiHerschel Science Centre

SCIENCEe

OT2 DP WorkshopESAC, Madrid, 20-24/02/2012

Presentation Outline

14

• Map  Calibration  and  Units– How  Calibration  is  Applied– Units  and  Beam  Areas

• Bright  Point  Source–Which  technique  to  use?– Estimating  uncertainties– Peak  fitting  demo

• Source  Extraction– Inside  HIPE:  DAOPhot  &  Sussextractor– Correction  factors

• Extended  Emission– Spectral  response  for  extended  sources– Caveats

Wednesday, 22 February 12

Page 15: Extracting Photometry From SPIRE Maps - ESAherschel.esac.esa.int/twiki/pub/Public/DataProcessingWorkshop2012/... · Extracting Photometry From SPIRE Maps Wednesday, ... • The fine-scale

Luca ConversiHerschel Science Centre

SCIENCEe

OT2 DP WorkshopESAC, Madrid, 20-24/02/2012

• The extended spectral response differs from that for point sources

• Coupling for extended source that uniformly fills the beam (Observer’s Manual)

15

Extended Emission RSRF

Wednesday, 22 February 12

Page 16: Extracting Photometry From SPIRE Maps - ESAherschel.esac.esa.int/twiki/pub/Public/DataProcessingWorkshop2012/... · Extracting Photometry From SPIRE Maps Wednesday, ... • The fine-scale

Luca ConversiHerschel Science Centre

SCIENCEe

OT2 DP WorkshopESAC, Madrid, 20-24/02/2012

Extended Emission Caveats

• No  absolute  level– Could  get  from  Planck

• Map-­‐making  technique  can  affect  extended  emission– Baseline  removal  vs  destiper:  note  different  flux  scale  on  the  images

• CIB  fluctuations  at  a  faint  level

16

Median Baseline Removal Destriper

Wednesday, 22 February 12

Page 17: Extracting Photometry From SPIRE Maps - ESAherschel.esac.esa.int/twiki/pub/Public/DataProcessingWorkshop2012/... · Extracting Photometry From SPIRE Maps Wednesday, ... • The fine-scale

Luca ConversiHerschel Science Centre

SCIENCEe

OT2 DP WorkshopESAC, Madrid, 20-24/02/2012

Ext. Emission Photometry

• Units  correction  and  extended  correction  must  be  applied  

• Correct  units  e.g.  to  Jy/pixel

– convertImageUnit  task

– Fine  beam  areas

• Multiply  by  these  factors  for  extended  relative  spectral  response  function

– 250µm  0.9939/1.0113  

– 350µm  0.9898/1.0060  

– 500µm  0.9773/1.0065

17

Wednesday, 22 February 12

Page 18: Extracting Photometry From SPIRE Maps - ESAherschel.esac.esa.int/twiki/pub/Public/DataProcessingWorkshop2012/... · Extracting Photometry From SPIRE Maps Wednesday, ... • The fine-scale

Luca ConversiHerschel Science Centre

SCIENCEe

OT2 DP WorkshopESAC, Madrid, 20-24/02/2012

To summarize...

18

Point Source Photometry

Do you know where your sources are?

Yes, but they can have any flux

Yes, and they are brighter than ~20mJy in the SPIRE bands

No

Annular Sky Aperture

Timeline Fitter

Sussex or DAOPhotSource Extractor

Extended Source Photometry

Wednesday, 22 February 12

Page 19: Extracting Photometry From SPIRE Maps - ESAherschel.esac.esa.int/twiki/pub/Public/DataProcessingWorkshop2012/... · Extracting Photometry From SPIRE Maps Wednesday, ... • The fine-scale

Luca ConversiHerschel Science Centre

SCIENCEe

OT2 DP WorkshopESAC, Madrid, 20-24/02/2012

Sussex Source Extractor

19

Sussex Source Extractor

Input: FWHM, beam area,threshold

Output: source catalogue Pixelization correction

Timeline Fitter Annular Sky Aperture

Loop on [RA, Dec] Colour correction[optional]

DONE!

Wednesday, 22 February 12

Page 20: Extracting Photometry From SPIRE Maps - ESAherschel.esac.esa.int/twiki/pub/Public/DataProcessingWorkshop2012/... · Extracting Photometry From SPIRE Maps Wednesday, ... • The fine-scale

Luca ConversiHerschel Science Centre

SCIENCEe

OT2 DP WorkshopESAC, Madrid, 20-24/02/2012

DAOPhot Source Extractor

20

DAOPhot Source Extractor

Input: FWHM, beam area,threshold, aperture

Output: source catalogue Pixelization correction

Timeline Fitter Annular Sky Aperture

Loop on [RA, Dec]

Aperture correction

DONE!

Colour correction[optional]

Wednesday, 22 February 12

Page 21: Extracting Photometry From SPIRE Maps - ESAherschel.esac.esa.int/twiki/pub/Public/DataProcessingWorkshop2012/... · Extracting Photometry From SPIRE Maps Wednesday, ... • The fine-scale

Luca ConversiHerschel Science Centre

SCIENCEe

OT2 DP WorkshopESAC, Madrid, 20-24/02/2012

Timeline Fitter

21

Timeline Fitter

Output: fitted [RA, Dec],flux, error, χ2

Colour Correction[optional]

DONE!

Input: source [RA, Dec]

Single point sourceor catalogue

Note: if you have an external source catalogue (i.e., not derived on SPIRE), it is better the first run a source extractor.Otherwise, it is likely that the timeline fitter will give wrong results for the faintest (below ~20mJy) sources

Wednesday, 22 February 12

Page 22: Extracting Photometry From SPIRE Maps - ESAherschel.esac.esa.int/twiki/pub/Public/DataProcessingWorkshop2012/... · Extracting Photometry From SPIRE Maps Wednesday, ... • The fine-scale

Luca ConversiHerschel Science Centre

SCIENCEe

OT2 DP WorkshopESAC, Madrid, 20-24/02/2012

Annular Sky Aperture

22

Colour correction[optional for point sources;

mandatory for extended emission]

Annular Sky Aperture

convertImageUnit taskInput: beam area

Convert map in Jy/pixel

Output: flux, backgroundestimation, error, etc.

Point or extended sourceor catalogue

Input: source [RA, Dec], annuli radii

Pixelization correction

Aperture correction DONE!

Wednesday, 22 February 12

Page 23: Extracting Photometry From SPIRE Maps - ESAherschel.esac.esa.int/twiki/pub/Public/DataProcessingWorkshop2012/... · Extracting Photometry From SPIRE Maps Wednesday, ... • The fine-scale

Luca ConversiHerschel Science Centre

SCIENCEe

OT2 DP WorkshopESAC, Madrid, 20-24/02/2012

Demo Time!

• Run the script OT2_Workshop_SPHOT_Photometry.py

• Target: Gamma Dra

– Model fluxes: (254, 130, 64) mJy

• Methods used to extract photometry

– Timeline fitter (bendoSourceFit) on a specific source (Gamma Dra)

– SussexExtractor on the PSW map + timeline fitter on the extracted sources

– Aperture photometry of Gamma Dra on PSW map

23

Wednesday, 22 February 12