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Titolo:
A CASE-BASED APPROACH FOR MODELING NONLINEAR-SYSTEMS
Autore:
NARAZAKI H; WATANABE T;
Indirizzi:
KOBE STEEL LTD,PROC TECHNOL RES LAB,NISHI KU,5-5 TAKATSUKADAI 1 CHOMEKOBE 65122 JAPAN
Titolo Testata:
Fuzzy sets and systems
fascicolo: 1, volume: 77, anno: 1996,
pagine: 77 - 86
SICI:
0165-0114(1996)77:1<77:ACAFMN>2.0.ZU;2-N
Fonte:
ISI
Lingua:
ENG
Soggetto:
FUZZY;
Tipo documento:
Article
Natura:
Periodico
Settore Disciplinare:
CompuMath Citation Index
CompuMath Citation Index
CompuMath Citation Index
Science Citation Index Expanded
Science Citation Index Expanded
Science Citation Index Expanded
Citazioni:
6
Recensione:
Indirizzi per estratti:
Citazione:
H. Narazaki e T. Watanabe, "A CASE-BASED APPROACH FOR MODELING NONLINEAR-SYSTEMS", Fuzzy sets and systems, 77(1), 1996, pp. 77-86

Abstract

We propose a case-based approach for modeling nonlinear systems. Our method is a model-free approach which does not depend on any specific model structure. Given an input to a system, our method predicts the output by interpolating the outputs in the ''similar'' cases whose inputs are close to the given input. The similarity degree and coefficients used in interpolation are determined from the data in a context-dependent manner. We also propose a method to extract cases from a database to meet the specification on the prediction accuracy. Finally, applications to nonlinear dynamical systems are discussed.

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Documento generato il 12/07/20 alle ore 03:23:35