Title :
Iterative-type evaluation of PSGS fuzzy systems for anytime use
Author :
Takács, Orsolya ; Várkonyi-Kóczy, Annamária R.
Author_Institution :
Dept. of Meas. & Inf. Syst., Budapest Univ. of Technol. & Econ., Hungary
Abstract :
While fuzzy systems can advantageously be used in system modeling and control, their use in time-critical applications is limited because of complexity problems, especially in cases when not only low, but also flexibly changeable complexity is needed. Previously, a method has been proposed to use fuzzy and other soft-computational tools in the frame of modular anytime architectures; however, the applicability needs the a priori knowledge of the temporarily available time and resources. This paper proposes a new transformation method, which makes possible the iterative-type evaluation of product-sum-gravity-singleton (PSGS) fuzzy systems, with a really flexibly changeable complexity, and with an easily estimable error at any step of the evaluation. Moreover, the transformation also ensures the fastest possible decrease of the error.
Keywords :
computational complexity; control system synthesis; fuzzy systems; iterative methods; measurement theory; singular value decomposition; PSGS fuzzy systems; anytime systems; flexibly changeable complexity; iterative evaluation; product-sum-gravity-singleton fuzzy systems; soft-computational tools; system control; system modeling; time-critical applications; Control system synthesis; Delay; Electric breakdown; Electrical equipment industry; Fault detection; Fuzzy systems; Modeling; Signal processing; Time factors; Time measurement;
Journal_Title :
Instrumentation and Measurement, IEEE Transactions on
DOI :
10.1109/TIM.2004.838118