A constrained Takagi-Sugeno fuzzy system that allows for better interpretation and analysis

被引：24

作者：

Fiordaliso, A ^{[1
]}

机构：

[1] Fac Polytech Mons, Dept Math & Operat Res, B-7000 Mons, Belgium

来源：

FUZZY SETS AND SYSTEMS | 2001年 / 118卷 / 02期

关键词：

Takagi-Sugeno systems; fuzzy rule learning; membership functions; chaotic time-series forecasting; empirical research;

D O I：

10.1016/S0165-0114(99)00109-8

中图分类号：

TP301 [理论、方法];

学科分类号：

081202 ;

摘要：

Tn this paper, we present a modification of the Generalized Takagi-Sugeno (GTS) model (Fiordaliso, Proc. EUFIT96 Conf.. vol. 1, 1996; pp. 581-586). The key idea is to constrain the conclusions of each rule to perform a convex combination of the input patterns. This constraint allows to interpret each rule as an input patterns mixer and therefore contributes to a better understanding of the fuzzy system inference. We illustrate the functioning of the constrained system which is next applied for purposes of combining forecasts. (C) 2001 Elsevier Science B.V. All rights reserved.

引用

页码：307 / 318

页数：12

共 29 条

[1]

[Anonymous], 1993, Time Series Predictions: Forecasting Future and Understanding the Past

[2]

[Anonymous], P IEEE C DEC CONTR S

[3]

BABUSKA R, 1996, THESIS DELFT U TECHN

[4] COMBINATION OF FORECASTS [J].

BATES, JM ;

GRANGER, CWJ .

OPERATIONAL RESEARCH QUARTERLY, 1969, 20 (04) :451-&

[5] BAYESIAN APPROACH TO LINEAR COMBINATION OF FORECASTS [J].

BUNN, DW .

OPERATIONAL RESEARCH QUARTERLY, 1975, 26 (02) :325-329

[6] COMBINING FORECASTS - A REVIEW AND ANNOTATED-BIBLIOGRAPHY [J].

CLEMEN, RT .

INTERNATIONAL JOURNAL OF FORECASTING, 1989, 5 (04) :559-583

[7] SOME COMMENTS ON COMBINATION OF FORECASTS [J].

DICKINSON, JP .

OPERATIONAL RESEARCH QUARTERLY, 1975, 26 (01) :205-210

[8]

Donaldson RG, 1996, J FORECASTING, V15, P49

[9] SALES FORECASTING - USING A COMBINATION OF APPROACHES [J].

DOYLE, P ;

FENWICK, I .

LONG RANGE PLANNING, 1976, 9 (03) :60-64

[10] PREDICTING CHAOTIC TIME-SERIES [J].

FARMER, JD ;

SIDOROWICH, JJ .

PHYSICAL REVIEW LETTERS, 1987, 59 (08) :845-848

← 1 2 3 →