Ensembles of Type 2 Fuzzy Neural Models and Their Optimization with Bio-Inspired Algorithms for Time Series Prediction by Jesus Soto Patricia Melin & Oscar Castillo

Author:Jesus Soto, Patricia Melin & Oscar Castillo
Language: eng
Format: epub
Publisher: Springer International Publishing, Cham

Fig. 3.11Structure of the interval type-2 fuzzy integrator

Fig. 3.12If-then rules for the fuzzy integrators

In the type-1 fuzzy integrators we used different MFs [Gaussian , Generalized Bell , and Triangular (Fig. 3.13a)] and for the interval type-2 fuzzy integrators we used different MFs [igaussmtype2, igbelltype2 and itritype2 (Fig. 3.13b)] [23] to observe the behavior of each of them and determine which one provides better forecast of the time series.

Fig. 3.13Type-1 MFs (a) and interval type-2 MFs (b) for the fuzzy integrators

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