add sigmoid function to basic models (#307)
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fixes #306 Co-authored-by: Dominik Demuth <dominik.demuth@physik.tu-darmstadt.de> Reviewed-on: #307
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@ -203,6 +203,31 @@ class Sinc:
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return c * np.sinc(((x-x0)/w)/np.pi)
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class Sigmoid:
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type = 'Basic'
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name = 'Sigmoid'
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equation = 'C / [1 + exp(-a * (x - x_{0})] + y_{0}'
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params = ['C', 'a', 'x_{0}', 'y_{0}']
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@staticmethod
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def func(x, c, a, x0, y0):
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"""
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Sigmoid function
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.. math::
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y = C / [1 + exp(-a * (x - x_0))] + y_0
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Args:
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x (array_like): Input values
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c (float): Prefactor
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a (float): Steepness of the sigmoid
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x0 (float): x position of the sigmoid's midpoint
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y0 (float): y position of the sigmoid's midpoint
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"""
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return c / (1 + np.exp(-a * (x - x0))) + y0
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class Sine:
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"""
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Wavy sine function
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