Center of circles intersection, a new defuzzification method for fuzzy numbers

The article introduces a new proposal of a defuzzification method, which can be implemented in fuzzy controllers. The first chapter refers to the origin of fuzzy sets. Next, a modern development based on this theory is presented in the form of ordered fuzzy numbers (OFN). The most important characte...

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Main Authors: H. Zarzycki, W.T. Dobrosielski, Ł. Apiecionek, T. Vince
Format: Article
Language:English
Published: Polish Academy of Sciences 2020-04-01
Series:Bulletin of the Polish Academy of Sciences: Technical Sciences
Subjects:
Online Access:https://journals.pan.pl/Content/115177/PDF/02D_185-190_01346_Bpast.No.68-2_30.04.20_K4A_SS_TeX.pdf
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author H. Zarzycki
W.T. Dobrosielski
Ł. Apiecionek
T. Vince
author_facet H. Zarzycki
W.T. Dobrosielski
Ł. Apiecionek
T. Vince
author_sort H. Zarzycki
collection DOAJ
description The article introduces a new proposal of a defuzzification method, which can be implemented in fuzzy controllers. The first chapter refers to the origin of fuzzy sets. Next, a modern development based on this theory is presented in the form of ordered fuzzy numbers (OFN). The most important characteristics of ordered fuzzy numbers are also presented. In the following chapter, details about the defuzzification process are given as part of the fuzzy controller model. Then a new method of defuzzification is presented. The method is named center of circles intersection (CCI). The authors compare this method with a similar geometric solution: triangular expanding (TE) and geometric mean (GM). Also, the results are compared with other methods such as center of gravity (COG), first of maxima (FOM) and last of maxima (LOM). The analysis shows that the proposed solution works correctly and provides results for traditional fuzzy numbers as well as directed fuzzy numbers. The last chapter contains a summary, in which more detailed conclusions are provided and further directions of research are indicated.
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spelling doaj.art-40c7523bee604906ad447327fa5f18992022-12-22T02:33:10ZengPolish Academy of SciencesBulletin of the Polish Academy of Sciences: Technical Sciences2300-19172020-04-0168No. 2 (i.a. Special Section on Computational Intelligence in Communications)185190https://doi.org/10.24425/bpasts.2020.131850Center of circles intersection, a new defuzzification method for fuzzy numbersH. ZarzyckiW.T. DobrosielskiŁ. ApiecionekT. VinceThe article introduces a new proposal of a defuzzification method, which can be implemented in fuzzy controllers. The first chapter refers to the origin of fuzzy sets. Next, a modern development based on this theory is presented in the form of ordered fuzzy numbers (OFN). The most important characteristics of ordered fuzzy numbers are also presented. In the following chapter, details about the defuzzification process are given as part of the fuzzy controller model. Then a new method of defuzzification is presented. The method is named center of circles intersection (CCI). The authors compare this method with a similar geometric solution: triangular expanding (TE) and geometric mean (GM). Also, the results are compared with other methods such as center of gravity (COG), first of maxima (FOM) and last of maxima (LOM). The analysis shows that the proposed solution works correctly and provides results for traditional fuzzy numbers as well as directed fuzzy numbers. The last chapter contains a summary, in which more detailed conclusions are provided and further directions of research are indicated.https://journals.pan.pl/Content/115177/PDF/02D_185-190_01346_Bpast.No.68-2_30.04.20_K4A_SS_TeX.pdfdefuzzificationfuzzy logicordered fuzzy numbers
spellingShingle H. Zarzycki
W.T. Dobrosielski
Ł. Apiecionek
T. Vince
Center of circles intersection, a new defuzzification method for fuzzy numbers
Bulletin of the Polish Academy of Sciences: Technical Sciences
defuzzification
fuzzy logic
ordered fuzzy numbers
title Center of circles intersection, a new defuzzification method for fuzzy numbers
title_full Center of circles intersection, a new defuzzification method for fuzzy numbers
title_fullStr Center of circles intersection, a new defuzzification method for fuzzy numbers
title_full_unstemmed Center of circles intersection, a new defuzzification method for fuzzy numbers
title_short Center of circles intersection, a new defuzzification method for fuzzy numbers
title_sort center of circles intersection a new defuzzification method for fuzzy numbers
topic defuzzification
fuzzy logic
ordered fuzzy numbers
url https://journals.pan.pl/Content/115177/PDF/02D_185-190_01346_Bpast.No.68-2_30.04.20_K4A_SS_TeX.pdf
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AT wtdobrosielski centerofcirclesintersectionanewdefuzzificationmethodforfuzzynumbers
AT łapiecionek centerofcirclesintersectionanewdefuzzificationmethodforfuzzynumbers
AT tvince centerofcirclesintersectionanewdefuzzificationmethodforfuzzynumbers