Title :
Analysis and performance evaluation of linear-like fuzzy PI and PID controllers
Author :
Mann, G.K.I. ; Hu, B.-G. ; Gosine, R.G.
Author_Institution :
Fac. of Eng. & Appl. Sci., Memorial Univ. of Newfoundland, St. John´´s, Nfld., Canada
Abstract :
A fuzzy controller output surface based on linearity defined fuzzy regions in a linguistic error state space is used to define a general two input linear-like fuzzy logic controller (LLFLC). The output behavior of a LLFLC is generated using triangular membership functions to create a linear-like controller output surface in the normalized error state space and its properties are thus identified. A non-fuzzy equivalent linear controller (ELC) is established to generate a truly linear controller output surface. Two input linear-like fuzzy PI and PID control implementations and their ELC actions are presented. A first-order temperature control process with transport delay is used to test the performance of the above fuzzy and non-fuzzy, controllers. Fuzzy PI and PID controllers and their ELC structures are tested with different fuzzy resolutions. Results show that a LLFLC with fine fuzzy resolution and a non-fuzzy ELC behave similarly. As well, a LLFLC with coarse fuzzy resolution has the benefit of the anti-symmetric, non-linearity property of the fuzzy controller output surface to produce better performance. Overall, a linear-like fuzzy PID controller with coarse fuzzy resolution gives the best performance
Keywords :
control system analysis; fuzzy control; fuzzy logic; inference mechanisms; linear systems; state-space methods; temperature control; three-term control; two-term control; anti-symmetric nonlinearity property; coarse fuzzy resolution; fine fuzzy resolution; first-order temperature control process; linear-like fuzzy PI controllers; linear-like fuzzy PID controllers; linearity defined fuzzy regions; linguistic error state space; nonfuzzy controllers; performance evaluation; triangular membership functions; two input linear-like fuzzy logic controller; Delay; Error correction; Fuzzy control; Fuzzy logic; Linearity; Performance analysis; State-space methods; Temperature control; Testing; Three-term control;
Conference_Titel :
Fuzzy Systems, 1997., Proceedings of the Sixth IEEE International Conference on
Conference_Location :
Barcelona
Print_ISBN :
0-7803-3796-4
DOI :
10.1109/FUZZY.1997.616399