Krill herd and piecewise-linear initialization algorithms for designing Takagi–Sugeno systems
I. A. Hodashinsky, I. V. Filimonenko, Сарин Константин Сергеевич · Optoelectronics Instrumentation and Data Processing · 2017
A method for designing Takagi–Sugeno fuzzy systems is proposed which uses a piecewiselinear initialization algorithm for structure generation and a metaheuristic krill herd algorithm for parameter optimization. The obtained systems are tested against real data sets. The influence of some parameters of this algorithm on the approximation accuracy is analyzed. Estimates of the approximation accuracy and the number of fuzzy rules are compared with four known methods of design.