-
Notifications
You must be signed in to change notification settings - Fork 11
Voigt Fitting Goals
Following our brainstorm on Aug 7, here is what we decided about what the code should be able to do:
-
No restrictions on input (wavelength & intensity): no specific resolving power, not necessarily normalized.
-
Should be able to fit absorption profiles, and include a Chebyshev polynomial continuum fitting term. In a later stage, we may add emission.
-
There should be Quality Control: some measurement of quality of fit (e.g. chi-square) and should return uncertainties on the parameters (either through chi-square or Monte Carlo approach).
-
Code should be able to automatically fit multiple components in the same line and use e.g. an F-test to decide how many components to keep.
-
We should stick to functions where it is the optical depth that is the Voigt profile and then fit exp(-tau), rather than the line directly.
-
There are two slightly different flavours of the fitting:
-
Fitting an unknown line; function returns e.g. central wavelength, width (and equivalent width) in Angstroems and depth in Intensity units.
-
Fitting a known line, with known rest wavelengths and oscillator strengths. This should return the column density and the other parameters in velocity space.
-
-
The program should be able to do constrained fitting, e.g. simultaneously fit different transitions of the same species.
-
Some more discussion will be needed to decide on what output, plots and save/restore options we need to build in.
The Voigt Function: see VoigtFit paper, Eq. 2—4. Will return exp(-tau).
There are two cases: . Known line: f and lambda are known; 4 parameters remain: b, Gamma, N, v_cloud (note that v_cloud is not included in the VoigtFit paper). . Unknown line: ambiguity between f and N for intensity, and between lambda and v_cloud for position of line. Use the same function as for the known line, but with f=1, and with the wavelength set to some value (e.g. middle of spectrum of interest); when returning the results, make sure we include the actual central wavelength.