1
Department of Industrial Engineering, Amirkabir University of Technology (Tehran Polytechnic), Tehran 15875-5513, Iran
2
Department of Industrial Engineering, TOBB Economics and Technology University, Sögütözü, Ankara, Turkey
Abstract
Centroid of a general type-2 fuzzy sets can be used as a measure of uncertainty in highly uncertain environments. Computing centroid of general type-2 fuzzy sets has received an increasing research attention during recent years. Although computation complexity of such sets is higher than interval type-2 fuzzy sets but with the advent of new representation techniques, e.g., α-planes and z-slices, computation efforts needed to deal with general type-2 fuzzy sets has decremented. A very first method to calculate the centroid of a general type-2 fuzzy set was to use Karnik-Mendel algorithm on each α-plane, independently. Because of iterative nature of this method, running time in this approach is rather high. To tackle such drawback, several emerging algorithms such as Sampling method, Centroid-Flow algorithm and, recently, Monotone Centroid-Flow algorithm have been proposed. The aim of this paper is to present a new method to calculate centroid intervals of each α-plane independently while reducing convergence time compared with other algorithms like iterative use of Karnik-Mendel algorithm on each α-plane. The proposed approach is based on estimating an initial switch point for each α-plane. Exhaustive computations demonstrate that the proposed method is considerably faster than independent implementation of existing iterative methods on each α-plane.
Doostparast Torshizi, A., Fazel Zarandi, M. H., & Türkşen, I. B. (2015). Computing Centroid of General Type-2 Fuzzy Sets using Constrained Switching Algorithm. Scientia Iranica, 22(6), 2664-2683.
MLA
Doostparast Torshizi, A., Fazel Zarandi, M. H., & Türkşen, I. B. "Computing Centroid of General Type-2 Fuzzy Sets using Constrained Switching Algorithm", Scientia Iranica, 22, 6, 2015, 2664-2683.
HARVARD
Doostparast Torshizi A., Fazel Zarandi M. H., Türkşen I. B. (2015). 'Computing Centroid of General Type-2 Fuzzy Sets using Constrained Switching Algorithm', Scientia Iranica, 22(6), pp. 2664-2683.
CHICAGO
A. Doostparast Torshizi, M. H. Fazel Zarandi & I. B. Türkşen, "Computing Centroid of General Type-2 Fuzzy Sets using Constrained Switching Algorithm," Scientia Iranica, 22 6 (2015): 2664-2683,
VANCOUVER
Doostparast Torshizi A., Fazel Zarandi M. H., Türkşen I. B. Computing Centroid of General Type-2 Fuzzy Sets using Constrained Switching Algorithm. Scientia Iranica. 2015;22(6):2664-2683.