[PIPE2D-837] Regrid stellar parameters for combined P_HSC and P_PFS 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-cal-vector, flux-calibration
Remaining Estimate: Not Specified
Time Spent: Not Specified
Original Estimate: Not Specified

Attachments: PNG File Logg.png     PNG File Teff_Logg.png     PNG File Teff.png    
Issue Links:
Blocks
blocks PIPE2D-374 Combine P_HSC and P_PFS and construct... Done
Story Points: 4
Epic Link: flux calibration
Sprint: 2DDRP-2021 A5, 2DDRP-2021 A 6
Reviewers: hassan

 Description   

In order to derive the best fit stellar model based on the combined probability function of P_photometry and P_spectrum, we re-grid the stellar parameters. The best fit spectrum is extracted from the RBF model (PIPE2D-460). 



 Comments   
Comment by Takuji Yamashita [ 21/Jun/21 ]

In order to do regrid the stellar parameters and find the best-fit model, I did the polynomial fitting of a combined P(Teff, log(g)). The original steps of P(Teff, log(g)) before the regridding is 50 K in Teff and 0.25 in log(g/(cm/s^2)), respectively.
 
Example:
Simulation spectrum: Teff=7245K, log(g)=3.62, Z=-0.2, [a/Fe]=0.25, r_mag = 15.0
 
Marginal probability distribution functions (PDF) along Teff and log(g). The original PDFs (blue) and polynomial fit (orange). The fitting was done only around the peak of the original PDF.

 
 
The PDF contours of the original (black) and the polynomial fit (blue). The polynomial fitting of P(Teff, log(g)) finds the best-fit model at its peak (a blue star), although this stellar typing itself has a systematic offset from the input Teff and log(g).

 
 

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