DocumentCode :
1545047
Title :
Design and implementation of the tree-based fuzzy logic controller
Author :
Liu, Bin-Da ; Huang, Chun-Yueh
Author_Institution :
Dept. of Electr. Eng., Nat. Cheng Kung Univ., Tainan, Taiwan
Volume :
27
Issue :
3
fYear :
1997
fDate :
6/1/1997 12:00:00 AM
Firstpage :
475
Lastpage :
487
Abstract :
In this paper, a tree-based approach is proposed to design the fuzzy logic controller. Based on the proposed methodology, the fuzzy logic controller has the following merits: the fuzzy control rule can be extracted automatically from the input-output data of the system and the extraction process can be done in one-pass; owing to the fuzzy tree inference structure, the search spaces of the fuzzy inference process are largely reduced; the operation of the inference process can be simplified as a one-dimensional matrix operation because of the fuzzy tree approach; and the controller has regular and modular properties, so it is easy to be implemented by hardware. Furthermore, the proposed fuzzy tree approach has been applied to design the color reproduction system for verifying the proposed methodology. The color reproduction system is mainly used to obtain a color image through the printer that is identical to the original one. In addition to the software simulation, an FPGA is used to implement the prototype hardware system for real-time application. Experimental results show that the effect of color correction is quite good and that the prototype hardware system can operate correctly under the condition of 30 MHz clock rate
Keywords :
control system synthesis; field programmable gate arrays; fuzzy control; inference mechanisms; matrix algebra; real-time systems; search problems; trees (mathematics); uncertainty handling; FPGA; clock rate; color correction; color image; color reproduction system; fuzzy control rule extraction; fuzzy inference process; fuzzy tree; fuzzy tree inference; input-output data; one-dimensional matrix; printer; prototype hardware system; real-time application; search spaces; software simulation; tree-based fuzzy logic controller; Automatic control; Color; Control systems; Data mining; Fuzzy control; Fuzzy logic; Fuzzy systems; Hardware; Printers; Software prototyping;
fLanguage :
English
Journal_Title :
Systems, Man, and Cybernetics, Part B: Cybernetics, IEEE Transactions on
Publisher :
ieee
ISSN :
1083-4419
Type :
jour
DOI :
10.1109/3477.584954
Filename :
584954
Link To Document :
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