diff --git a/docs/source/examples/validation_example.ipynb b/docs/source/examples/validation_example.ipynb index c7103b2..568f4dd 100644 --- a/docs/source/examples/validation_example.ipynb +++ b/docs/source/examples/validation_example.ipynb @@ -169,7 +169,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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", 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" ] @@ -236,7 +236,7 @@ "In order to prevent under- or over-fitting, Schönleber et al. propose using the ratio of positive resistor mass to negative resistor mass as a metric for finding the optimal number of RC elements.\n", "\n", "$$\n", - "\\mu = 1 - \\frac{\\sum_{R_k \\ge 0} |R_k|}{\\sum_{R_k < 0} |R_k|}\n", + "\\mu = 1 - \\frac{\\sum_{R_k <0} |R_k|}{\\sum_{R_k \\ge 0} |R_k|}\n", "$$\n", "\n", "The argument `c` defines the cutoff value for $\\mu$. The algorithm starts at `M = 3` and iterates up to `max_M` until a $\\mu < c$ is reached. The default of 0.85 is simply a heuristic value based off of the experience of Schönleber et al.\n", @@ -310,7 +310,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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", 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" ] diff --git a/impedance/validation.py b/impedance/validation.py index 290d4a2..8b6814e 100644 --- a/impedance/validation.py +++ b/impedance/validation.py @@ -68,7 +68,7 @@ def linKK(f, Z, c=0.85, max_M=50, fit_type='real', add_cap=False): .. math:: - \\mu = 1 - \\frac{\\sum_{R_k \\ge 0} |R_k|}{\\sum_{R_k < 0} |R_k|} + \\mu = 1 - \\frac{\\sum_{R_k < 0} |R_k|}{\\sum_{R_k \\ge 0} |R_k|} The argument :code:`c` defines the cutoff value for :math:`\\mu`. The algorithm starts at :code:`M = 3` and iterates up to :code:`max_M` until a