I. Introduction
Work in time-series fuzzy system (FS) modelling concentrates on forecasting future developments of the time-series from values of x up to the current time, xk. A time-series is a discrete sequence of measured quantities , of some physical system (taken at regular intervals of time) or from human activity data [1].