For a given domain x and parameters params (or [a b]), return the corresponding y values for the S-shaped membership function.
The argument x must be a real number or a non-empty vector of strictly increasing real numbers, and a and b must be real numbers, with a < b. This membership function satisfies:
0 if x <= a f(x) = 2 * ((x - a)/(b - a))^2 if a < x <= (a + b)/2 1 - 2 * ((x - b)/(b - a))^2 if (a + b)/2 < x < b 1 if x >= b
which always returns values in the range [0, 1].
To run the demonstration code, type demo('smf') at the Octave prompt.
See also: dsigmf, gauss2mf, gaussmf, gbellmf, pimf, psigmf, sigmf, trapmf, trimf, zmf.
The following code
x = 0:100; params = [40 60]; y1 = smf(x, params); params = [25 75]; y2 = smf(x, params); params = [10 90]; y3 = smf(x, params); figure('NumberTitle', 'off', 'Name', 'smf demo'); plot(x, y1, 'r;params = [40 60];', 'LineWidth', 2) hold on; plot(x, y2, 'b;params = [25 75];', 'LineWidth', 2) hold on; plot(x, y3, 'g;params = [10 90];', 'LineWidth', 2) ylim([-0.1 1.2]); xlabel('Crisp Input Value', 'FontWeight', 'bold'); ylabel('Degree of Membership', 'FontWeight', 'bold'); grid;
Produces the following figure
Figure 1 |
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Package: fuzzy-logic-toolkit