Title :
The presentation of an anti-noise defuzzifier to improve the performance of the Interval Type-2 Fuzzy Controller
Author :
Kerchi, Q. ; Shahmansoorian, Aref ; Shoorehdeli, Mahdi Aliyari
Author_Institution :
EE Dept., Imam Khomeini Int. Univ., Qazvin, Iran
Abstract :
The output of the Interval Type-2 Fuzzy Logic Systems (IT2FLS) before defuzzification is an interval that the average of this interval usually is considered as the output. IT2FLS describes the uncertainties of input signals with an interval in the output. Considering the average of this interval as the crisp output wastes the description of uncertainties. For better performance the crisp output of the interval should be selected purposive. In this paper an anti-noise defuzzifier is presented. This improved defuzzifier generates soft outputs for noisy input signals. The PH neutralization process has measurement noise so it is used as the case study.
Keywords :
fuzzy control; IT2FLS; PH neutralization process; antinoise defuzzifier; crisp output; interval type-2 fuzzy controller; measurement noise; soft outputs; Educational institutions; Noise measurement; Anti-noise defuzzifier; Interval Type-2 Fuzzy Controller; PH neutralization process;
Conference_Titel :
Robotics and Mechatronics (ICRoM), 2013 First RSI/ISM International Conference on
Conference_Location :
Tehran
Print_ISBN :
978-1-4673-5809-5
DOI :
10.1109/ICRoM.2013.6510085