.. index:: CrystalFieldMultiSpectrum
This function calculates multiple spectra of a crystal electric field acting upon a rare earth ion. It is a part of crystal field computation in Mantid and under active development. More documentation will follow as the development progresses.
Here is an example of how to fit function's parameters to a spectrum. All parameters disallowed by symmetry are fixed automatically. Any other parameters that need fixing has to be tied explicitly. Peak centres (in meV) and intensities (in mb/sr) are also fixed and computed from the field parameters with the :ref:`CrystalFieldPeaks <func-CrystalFieldPeaks>` function. Any other peak parameter can be set using the "f-index-dot-name" syntax (see :ref:`CompositeFunction <func-CompositeFunction>` for more details).
import numpy as np # Build a reference data set fun = 'name=CrystalFieldMultiSpectrum,Ion=Ce,Temperatures=(44, 150),ToleranceIntensity=0.1,B20=0.37737,B22=3.9770,B40=-0.031787,B42=-0.11611,B44=-0.12544' fun += ',f0.f1.FWHM=1.6,f0.f2.FWHM=2.0,f0.f3.FWHM=2.3,f1.f1.FWHM=1.6,f1.f2.FWHM=2.5,f1.f3.FWHM=3,f1.f4.FWHM=1' # This creates a (empty) workspace to use with EvaluateFunction x = np.linspace(0, 55, 200) y = x * 0 e = y + 1 ws = CreateWorkspace(x, y, e) # The calculated data will be in 'data', WorkspaceIndex=1 EvaluateFunction(fun, InputWorkspace=ws, InputWorkspace_1=ws, OutputWorkspace='data') # Change parameters slightly and fit to the reference data fun = 'name=CrystalFieldMultiSpectrum,Ion=Ce,Temperatures=(44, 150),ToleranceIntensity=0.1,Symmetry=C2v,B20=0.37,B22=3.9,B40=-0.03,B42=-0.11,B44=-0.12' fun += ',f0.f1.FWHM=2,f0.f2.FWHM=2,f0.f3.FWHM=2,f1.f1.FWHM=2,f1.f2.FWHM=2,f1.f3.FWHM=2,f1.f4.FWHM=2' fun += ',ties=(B60=0,B62=0,B64=0,B66=0,BmolX=0,BmolY=0,BmolZ=0,BextX=0,BextY=0,BextZ=0)' # (set MaxIterations=0 to see the starting point) Fit(fun, InputWorkspace='Workspace_0', WorkspaceIndex=1, InputWorkspace_1='Workspace_1', WorkspaceIndex_1=1, Output='fit',MaxIterations=100, CostFunction='Unweighted least squares') # Using Unweighted least squares fit because the data has no errors.
.. attributes:: Ion;String;Mandatory;An element name for a rare earth ion. Possible values are: Ce, Pr, Nd, Pm, Sm, Eu, Gd, Tb, Dy, Ho, Er, Tm, Yb. Symmetry;String;C1;A symbol for a symmetry group. Setting `Symmetry` automatically zeros and fixes all forbidden parameters. Possible values are: C1, Ci, C2, Cs, C2h, C2v, D2, D2h, C4, S4, C4h, D4, C4v, D2d, D4h, C3, S6, D3, C3v, D3d, C6, C3h, C6h, D6, C6v, D3h, D6h, T, Td, Th, O, Oh ToleranceEnergy;Double;:math:`10^{-10}`;Tolerance in energy in meV. If difference between two or more energy levels is smaller than this value they are considered degenerate. ToleranceIntensity;Double;:math:`10^{-1}`;Tolerance in intensity (in mb/sr). If difference between intensities of two or more transitions is smaller than this value the transitions are considered degenerate. Background;String;FlatBackground;A name of a function to describe the background. PeakShape;String;Lorentzian;A name of a function (peak type) to describe the shape of each peak. Currently Lorentzian (default) and Gaussian sre supported. Temperatures;List of doubles;[1.0];Temperatures of each spectrum in Kelvin. FWHMs;List of double;[0.0];The default full peak widths at half maximum for each spectrum. If not set explicitly via function parameters the peaks will have this width (not fixed). FixAllPeakParameters;Bool;False;If True fix all parameters of the peak functions. The only parameters that will vary will be the field parameters.
If the peak functions have any own attributes they can be accessed using the "f-index-dot-name" syntax (see :ref:`CompositeFunction <func-CompositeFunction>` for more details).
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