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Position Control of a Pneumatic Drive Using a Fuzzy Controller with An Analytic Activation Function (CROSBI ID 304877)

Prilog u časopisu | izvorni znanstveni rad | međunarodna recenzija

Šitum, Željko ; Ćorić, Danko Position Control of a Pneumatic Drive Using a Fuzzy Controller with An Analytic Activation Function // Sensors, 22 (2022), 3; 1-14. doi: 10.3390/s22031004

Podaci o odgovornosti

Šitum, Željko ; Ćorić, Danko

engleski

Position Control of a Pneumatic Drive Using a Fuzzy Controller with An Analytic Activation Function

The fuzzy logic controller, which uses an analytic activation function for the defuzzification procedure, was applied to the position control of a servo pneumatic drive controlled by a proportional valve. The Gaussian shape of input fuzzy sets, with the possibility of their modification, was used to fuzzify the input signal. The control signal was determined by introducing an analytic function instead of defining the fuzzy rule base. In this way, a conventional 2-D fuzzy rule table base is modified into 1-D fuzzy defuzzification based on an analytic function to calculate the controller output. In this control algorithm, the problem of conventional fuzzy logic control, in terms of the exponential growth in rules as the number of input variables increases, is eliminated. The synthesis controller procedure is adjusted to the flow rate characteristic of the proportional valve. The developed control algorithms are verified by computer simulation and by testing on a real pneumatic rodless cylindrical drive.

servo pneumatic drive ; fuzzy logic ; activation function ; position contro

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Podaci o izdanju

22 (3)

2022.

1-14

objavljeno

1424-8220

10.3390/s22031004

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