Abstract
This paper presents a novel methodology to obtain the shadowed set for all the secondary membership functions embedded in a general type-2 membership function. In this paper we present an approach to obtain the shadowed set for a Triangular and a Gaussian membership function. The idea is to model and perform a general type-2 fuzzy system based on shadowed type-2 fuzzy sets. The results are compared against the performance when a general type fuzzy inference system is approximate using on α-planes.
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References
Coupland, S., John, R.: New geometric inference techniques for type-2 fuzzy sets. Int. J. Approx. Reason. 49(1), 198–211 (2008)
Deng, X., Yao, Y.: Mean-value-based decision-theoretic shadowed sets. In: 2013 Joint IFSA World Congress and NAFIPS Annual Meeting (IFSA/NAFIPS), Edmonton, AB, pp. 1382–1387 (2013)
Karnik, N.N., Mendel, J.M.: Type-2 fuzzy logic systems: type-reduction. In: 1998 IEEE International Conference on Systems, Man, and Cybernetics, San Diego, CA, vol. 2, pp. 2046–2051 (1998)
Linda, O., Manic, M.: Shadowed type-2 fuzzy sets -type-2 fuzzy sets with shadowed secondary membership functions. In: 2012 IEEE International Conference on Fuzzy Systems, Brisbane, QLD, pp. 1–8 (2012)
Lucas, L.A., Centeno, T.M., Delgado, M.R.: General type-2 fuzzy inference systems: analysis, design and computational aspects. In: 2007 IEEE International Fuzzy Systems Conference, London, pp. 1–6 (2007)
Mendel, J.M.: Comments on α-plane representation for type-2 fuzzy sets: theory and applications. IEEE Trans. Fuzzy Syst. 18(1), 229–230 (2010)
Mendel, J.M.: General type-2 fuzzy logic systems made simple: a tutorial. IEEE Trans. Fuzzy Syst. 22(5), 1162–1182 (2014)
Mendel, J.M.: On KM algorithms for solving type-2 fuzzy set problems. IEEE Trans. Fuzzy Syst. 21(3), 426–446 (2013)
Mendel, J.M., John, R.I.B.: Type-2 fuzzy sets made simple. IEEE Trans. Fuzzy Syst. 10(2), 117–127 (2002)
Mendel, J.M., Liu, F., Zhai, D.: α-Plane representation for type-2 fuzzy sets: theory and applications. IEEE Trans. Fuzzy Syst. 17(5), 1189–1207 (2009)
Mitra, S., Pedrycz, W., Barman, B.: Shadowed c-means: integrating fuzzy and rough clustering. Pattern Recognit. 43(4), 1282–1291 (2010)
Pedrycz, W.: From fuzzy sets to shadowed sets: interpretation and computing. Int. J. Intell. Syst. 24(1), 48–61 (2009)
Pedrycz, W.: Shadowed sets: representing and processing fuzzy sets. IEEE Trans. Syst. Man Cybern. B Cybern. 28(1), 103–109 (1998)
Pedrycz, W., Song, M.: Granular fuzzy models: a study in knowledge management in fuzzy modeling. Int. J. Approx. Reason. 53(7), 1061–1079 (2012)
Pedrycz, W., Vukovich, G.: Granular computing in the development of fuzzy controllers. Int. J. Intell. Syst. 14(4), 419–447 (1999)
Sanchez, M.A., Castillo, O., Castro, J.R.: Generalized type-2 fuzzy systems for controlling a mobile robot and a performance comparison with interval type-2 and type-1 fuzzy systems. Expert Syst. Appl. 42(14), 5904–5914 (2015)
Wagner, C., Hagras, H.: Employing zSlices based general type-2 fuzzy sets to model multi level agreement. In: 2011 IEEE Symposium on Advances in Type-2 Fuzzy Logic Systems (T2FUZZ), pp. 50–57 (2011)
Wagner, C., Hagras, H.: Toward general type-2 fuzzy logic systems based on zSlices. IEEE Trans. Fuzzy Syst. 18(4), 637–660 (2010)
Wijayasekara, D., Linda, O., Manic, M.: Shadowed type-2 fuzzy logic systems. In: 2013 IEEE Symposium on Advances in Type-2 Fuzzy Logic Systems (T2FUZZ), pp. 15–22 (2013)
Zadeh, L.A.: Fuzzy Sets, vol. 8. Academic Press Inc., Orlando (1965)
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Gonzalez, C.I., Melin, P., Castillo, O., Juarez, D., Castro, J.R. (2018). Toward General Type-2 Fuzzy Logic Systems Based on Shadowed Sets. In: Kacprzyk, J., Szmidt, E., Zadrożny, S., Atanassov, K., Krawczak, M. (eds) Advances in Fuzzy Logic and Technology 2017. EUSFLAT IWIFSGN 2017 2017. Advances in Intelligent Systems and Computing, vol 642. Springer, Cham. https://doi.org/10.1007/978-3-319-66824-6_12
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