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data:line_fitting_idl [2024/11/11 20:30] Peter Young created |
data:line_fitting_idl [2024/11/12 18:02] (current) Peter Young [IDL Software for Emission Line Fitting] |
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- | ====== Emission line fitting using IDL software ====== | + | ====== IDL Software for Emission Line Fitting ====== |
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+ | ===== Fitting a Gaussian at each spatial pixel in a raster ===== | ||
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+ | Spectra at each spatial pixel in a raster can be fit with Gaussians using the eis\_auto\_fit IDL routine developed for the Hinode/EIS mission (you must have the EIS branch in your Solarsoft distribution). The key step is to format a SPICE wavelength window into a "windata" structure using the routine spice\_getwindata. An example call is: | ||
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+ | '' | ||
+ | IDL> wd=spice\_getwindata(file) ; choose a wavelength window \\ | ||
+ | IDL> eis\_fit\_template,wd,template ; create a template for the fit\\ | ||
+ | IDL> eis\_auto\_fit,wd,fit,template=template\\ | ||
+ | IDL> eis\_fit\_viewer,wd,fit | ||
+ | '' | ||
+ | |||
+ | The routine eis\_fit\_viewer is a GUI-based routine for browsing the fit results. More details on the eis\_auto\_fit suite of routines are available in [[https://doi.org/10.5281/zenodo.6339584 | ||
+ | |EIS Software Note 15]]. | ||
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+ | The EIS software enable a number of operations to be performed on windata structures, as described in [[https://sohoftp.nascom.nasa.gov/solarsoft/hinode/eis/doc/eis_notes/21_WINDATA/eis_swnote_21.pdf|EIS Software Note 21]]. For example, eis\_bin\_windata allows spatial binning of the rasters. | ||
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+ | If you have problems running the EIS software on SPICE data, please contact [[https://science.gsfc.nasa.gov/sed/bio/peter.r.young|Dr. Peter Young]]. | ||
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+ | ===== Fitting a Gaussian to a spatially-averaged spectrum ===== | ||
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+ | In this scenario, a spatial region is selected in the raster, perhaps a bright point or a loop, and the spectra are averaged over this region to produce a single, 1D spectrum. Gaussians are then fit to this spectrum. The procedure is as follows: | ||
+ | |||
+ | '' | ||
+ | IDL> map=spice\_make\_image(file,770.4) ; for Ne VIII 770.4\\ | ||
+ | IDL> mask=pixel\_mask\_gui(map) ; GUI routine for selecting pixel mask\\ | ||
+ | IDL> spec=spice\_mask\_spectrum(file,mask) ; create averaged spectrum\\ | ||
+ | IDL> spec\_gauss\_spice, spec ; GUI routine for fitting Gaussians | ||
+ | '' | ||
+ | |||
+ | These routines are modified from routines originally written for Hinode/EIS. Further details can be found in [[https://doi.org/10.5281/zenodo.6339584 | ||
+ | |EIS Software Note 15]]. | ||
+ | |||
+ | ===== Using an auto_fit template for mask spectra ===== | ||
+ | |||
+ | The fitting templates created for eis\_auto\_fit can be useful for fitting mask spectra as well. First create the template for the window you are interested in: | ||
+ | |||
+ | '' | ||
+ | IDL> wd=spice\_getwindata(file)\\ | ||
+ | IDL> eis\_fit\_template,wd,template \\ | ||
+ | '' | ||
+ | |||
+ | Now create the mask spectrum using the procedure described above. You can then apply the template to the mask spectrum by doing: | ||
+ | |||
+ | '' | ||
+ | IDL> fit=spice\_mask\_auto\_fit(wd,spec,template,chi2=chi2) | ||
+ | '' | ||
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+ | The output structure ''fit'' contains the fit results. The reduced chi-square value for the fit is returned in the optional output. To overplot the fit on the spectrum, do: | ||
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+ | '' | ||
+ | IDL> p=spice\_plot\_mask\_auto\_fit(spec,fit) | ||
+ | '' | ||