[PIPE2D-364] Extrapolate the AMBRE library to 1260 nm Created: 20/Feb/19  Updated: 22/Apr/19  Resolved: 05/Apr/19

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

Type: Task Priority: Normal
Reporter: hassan Assignee: Takuji Yamashita
Resolution: Done Votes: 0
Labels: flux-calibration, model-templates
Remaining Estimate: Not Specified
Time Spent: Not Specified
Original Estimate: Not Specified

Attachments: PNG File p7000_g+4.0_m0.0_t01_z+0.50_a+0.00.AMBRE_Extp.png    
Issue Links:
Blocks
blocks PIPE2D-365 Interpolate between model templates Done
blocks SIM2D-113 Provide F-star spectra Done
Relates
relates to PIPE2D-304 fluxcalib: stellar library Done
Story Points: 6
Sprint: 2DDRP-2019 C

 Description   

The AMBRE library provides high-resolution stella spectra over the range of 300-1200 nm. Extend this to the upper end of the PFS NIR coverage of 1260 nm



 Comments   
Comment by rhl [ 06/Mar/19 ]

I believe that we hoped to get the stellar atmosphere modellers to extend the wavelength coverage. Is that still the plan behind this ticket?

 

Comment by Masayuki Tanaka [ 07/Mar/19 ]

The short-term solution is to fit the continuum at <1.2um  and extrapolate it out to 1.26um, and that is the plan of this ticket.  I am still thinking about asking the modeller to extend the model.  He asked me for a line list.  I iterated a bit with the GA team and I realized that there are few strong lines between 1.20 and 1.26um.  So, we may just ask him to extend without a line list.  We can mask any obvious lines between 1.20 and 1.26 in observed spectra, so that they do not affect flux calibration vectors.

Comment by Takuji Yamashita [ 05/Apr/19 ]

This figure is an example of the extrapolation. 

(p7000_g+4.0_m0.0_t01_z+0.50_a+0.00.AMBRE_Extp.png)
p7000_g+4.0_m0.0_t01_z+0.50_a+0.00.AMBRE_Extp.png
The extrapolated spectrum from 12000 A to 13000 A was generated from the best fit exponential function. The fitting was done in 9800-11800 A. Before fitting, the spectrum was smoothed by a Gaussian kernel with 2.4 A FWHM (the PFS resolution in NIR), and the Paschen absorptions were masked. 

The generated spectrum (the smoothed spectrum + extrapolation) is saved in a csv file. 

 

Comment by hassan [ 05/Apr/19 ]

Takuji Yamashita Masayuki Tanaka are you waiting now for feedback from others? If so, set the status of this ticket to 'In Review' and assign a reviewer (eg rhl).

Comment by hassan [ 05/Apr/19 ]

Following the DRP telecon 2019-04-05, it was agreed to close this ticket based on the work done.

Comment by Takuji Yamashita [ 22/Apr/19 ]

This ticket has been closed but I make a note of some revisions to reduce a file size.
The AMBRE stellar models were processed with extrapolateAMBRE.py in a branch “tickets/ /PIPE2D-364” of the git repository “drp_fstar”. A processed spectrum contains flux density from ~300 nm to 1300 nm at a step of 0.01 nm. FITS headers contain CRPIX1, CRVAL, CDELT for the wavelength solution, parameters of continuum fitting, and parameters of the original model. A size of a file is 0.4MB. In total, the size is ~2GB for models of Teff = 6000-8000 K.
 
The procedure of the code is as follows. The asterisk denotes the revisions.
1*. binning a spectrum from 0.001 nm/pix to 0.01 nm/pix.
2. smoothing the spectrum with Gaussian kernel with a FWHM of 0.24 nm (= the resolution in NIR of PFS).
3. mask Paschen absorptions. FWHM to be mask is set to be 30 nm.
4. fitting the spectrum (wavelength vs. F_lambda) at 980-1180 nm using an exponential function .
5. extrapolation between ~ 1200 nm and 1300 nm using the fitting result.
6*. save the processed spectrum (binned spectrum + extrapolation) in .fits with headers. The units is nm and nJy.
 
The step 2 will be revised after the line spread function is provided.

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