General derivation and analysis for input-output relations in interval type-2 fuzzy logic systems
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| 024 | 7 | 0 | |a 10.1007/s00500-014-1340-7 |2 doi |
| 035 | |a (NATIONALLICENCE)springer-10.1007/s00500-014-1340-7 | ||
| 245 | 0 | 0 | |a General derivation and analysis for input-output relations in interval type-2 fuzzy logic systems |h [Elektronische Daten] |c [Mortaza Aliasghary, Ibrahim Eksin, Mujde Guzelkaya, Tufan Kumbasar] |
| 520 | 3 | |a In this paper, analytical closed-form expressions are derived for the input-output relation related to an interval type-2 fuzzy logic system. It has been assumed that the related fuzzy system possesses diamond-shaped type-2 fuzzy sets for each input and singletons for output. Moreover, the Nie-Tan inference engine that provides a closed-form is preferred. The footprint of uncertainty in diamond-shaped type-2 membership functions generates four times as many regions in analytical closed-form expression as generated by standard triangular type-1 membership functions. The derived mathematical relationships provide a chance to examine the internal structure of an interval type-2 fuzzy system. These extra regions may enhance the performance of an interval type-2 fuzzy logic system over the type-1 counterpart. An important advantage of the proposed technique is that the analytical input-output relations are applicable for any number of input fuzzy sets. Analytical structures of two special cases of interval type-2 fuzzy logic systems which use different number of membership functions for each input are derived in detail. | |
| 540 | |a Springer-Verlag Berlin Heidelberg, 2014 | ||
| 690 | 7 | |a Interval type-2 fuzzy logic system |2 nationallicence | |
| 690 | 7 | |a Analytical derivation |2 nationallicence | |
| 690 | 7 | |a Type-1 fuzzy logic system |2 nationallicence | |
| 700 | 1 | |a Aliasghary |D Mortaza |u Electrical Engineering Department, Urmia University of Technology, Urmia, Iran |4 aut | |
| 700 | 1 | |a Eksin |D Ibrahim |u Control Engineering Department, Istanbul Technical University, 34469, Istanbul, Turkey |4 aut | |
| 700 | 1 | |a Guzelkaya |D Mujde |u Control Engineering Department, Istanbul Technical University, 34469, Istanbul, Turkey |4 aut | |
| 700 | 1 | |a Kumbasar |D Tufan |u Control Engineering Department, Istanbul Technical University, 34469, Istanbul, Turkey |4 aut | |
| 773 | 0 | |t Soft Computing |d Springer Berlin Heidelberg |g 19/5(2015-05-01), 1283-1293 |x 1432-7643 |q 19:5<1283 |1 2015 |2 19 |o 500 | |
| 856 | 4 | 0 | |u https://doi.org/10.1007/s00500-014-1340-7 |q text/html |z Onlinezugriff via DOI |
| 898 | |a BK010053 |b XK010053 |c XK010000 | ||
| 900 | 7 | |a Metadata rights reserved |b Springer special CC-BY-NC licence |2 nationallicence | |
| 908 | |D 1 |a research-article |2 jats | ||
| 949 | |B NATIONALLICENCE |F NATIONALLICENCE |b NL-springer | ||
| 950 | |B NATIONALLICENCE |P 856 |E 40 |u https://doi.org/10.1007/s00500-014-1340-7 |q text/html |z Onlinezugriff via DOI | ||
| 950 | |B NATIONALLICENCE |P 700 |E 1- |a Aliasghary |D Mortaza |u Electrical Engineering Department, Urmia University of Technology, Urmia, Iran |4 aut | ||
| 950 | |B NATIONALLICENCE |P 700 |E 1- |a Eksin |D Ibrahim |u Control Engineering Department, Istanbul Technical University, 34469, Istanbul, Turkey |4 aut | ||
| 950 | |B NATIONALLICENCE |P 700 |E 1- |a Guzelkaya |D Mujde |u Control Engineering Department, Istanbul Technical University, 34469, Istanbul, Turkey |4 aut | ||
| 950 | |B NATIONALLICENCE |P 700 |E 1- |a Kumbasar |D Tufan |u Control Engineering Department, Istanbul Technical University, 34469, Istanbul, Turkey |4 aut | ||
| 950 | |B NATIONALLICENCE |P 773 |E 0- |t Soft Computing |d Springer Berlin Heidelberg |g 19/5(2015-05-01), 1283-1293 |x 1432-7643 |q 19:5<1283 |1 2015 |2 19 |o 500 | ||