[PIPE2D-835] Spectral fitting of ETC simulator spectra for flux calibration Created: 13/May/21  Updated: 06/Jul/21  Resolved: 06/Jul/21

Status: Done
Project: DRP 2-D Pipeline
Component/s: None
Affects Version/s: None
Fix Version/s: None

Type: Story Priority: Normal
Reporter: Takuji Yamashita Assignee: Takuji Yamashita
Resolution: Done Votes: 0
Labels: flux-calibration
Remaining Estimate: Not Specified
Time Spent: Not Specified
Original Estimate: Not Specified

Attachments: PNG File BBP_p6000_g+4.5_m0.0_t01_z+0.00_a+0.00.AMBRE_Extp.ABmag_r13.0.txt.expt450s.Cont.png     PNG File SFP_p6000_g+4.5_m0.0_t01_z+0.00_a+0.00.AMBRE_Extp.ABmag_r13.0.txt.expt450s.Cont.png     PNG File SFP_p6000_g+4.5_m0.0_t01_z+0.00_a+0.00.AMBRE_Extp.ABmag_r13.0.txt.expt450s.Spec.png     PNG File SFP_p7000_g+4.5_m0.0_t01_z+0.00_a+0.00.AMBRE_Extp.ABmag_r13.0.txt.expt450s.Cont.png     PNG File SFP_p7000_g+4.5_m0.0_t01_z+0.00_a+0.00.AMBRE_Extp.ABmag_r17.0.txt.expt450s.Cont.png     PNG File SFP_s6000_g+2.0_m1.0_t02_z+0.00_a+0.40.AMBRE_Extp.ABmag_r13.0.txt.expt450s.Cont.png     PNG File SFP_s6000_g+2.0_m1.0_t02_z+0.00_a+0.40.AMBRE_Extp.ABmag_r13.0.txt.expt450s.Spec.png    
Issue Links:
Blocks
blocks PIPE2D-647 Spectral stellar typing for flux cali... Done
Relates
relates to PIPE2D-651 Spectral fitting of SDSS spectra for ... Open
Story Points: 4
Epic Link: flux calibration
Sprint: 2DDRP-2021 A5, 2DDRP-2021 A 6
Reviewers: hassan

 Description   

Spectral fitting of ETC simulator spectra in the same way as the SDSS fitting PIPE2D-651 for flux calibration. 



 Comments   
Comment by Takuji Yamashita [ 24/May/21 ]

I did the chi-square fitting of the simulated spectra with the grid-interpolated AMBRE model templates. This fitting generates a probability distribution function of a reference model as functions of the stellar parameters. The PDF is combined with the PDF from broad-band SED fitting to determine the best fit model. This spectral fitting process takes ~110 min for a star with a single thread process.
 
Spectra: 

  • Simulated spectra: ETC simulator outputs of AMBRE models. 7.5min and 15min exposures.
  • Grid-interpolated AMBRE templates: ~60000 templates. RBF interpolations at grid steps of delta_Teff = 50 K, delta_logg = 0.25, delta_Z = 0.0, delta_[a/Fe] = 0.2, which roughly corresponds to a 1% flux accuracy.
     
Comment by Takuji Yamashita [ 24/May/21 ]

This is an example of results.
In the confidence contours, we can find that all the parameters are well determined. So, the spectrum of the minimum reduced chi-square is very similar to the input spectrum. Note that the flux (y-axis) is roughly scaled to match with each other at this time.

Comment by Takuji Yamashita [ 24/May/21 ]

This is another example.
In this case, the Teff (5800 K) at the minimum red chi sq is lower than the input (6000 K). Therefore, its spectrum is redder than the input. The line widths are narrower than those of the input spectrum. The broad-band SED fitting of this case determined Teff more accurately than the spectral fitting. The combined PDF will find a better model template.



 

The broad-band fitting PDF of this case.

Comment by Takuji Yamashita [ 07/Jun/21 ]

The chi-square fitting of spectra works at <~ 17 mag. These are the PDFs of 13 mag and 17 mag, respectively. In the case of 17 mag, Z and [a/Fe] are determined, while Teff and Log(g) are weakly determined.
The saw-shaped distributions of Z and [a/Fe] come from the non-uniformity of the parameter grids of AMBRE. I will make up these gaps.
Combined PDFs and the best-fit spectra are reported in PIPE2D-374.
 
 
r = 13 mag:


 
r = 17 mag:

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