Object structure
Title:

The design of self - organizing polynomial neural networks

Subtitle:

Raport Badawczy = Research Report ; RB/58/2001

Creator:

Oh, Sung-Kwun ; Pedrycz, Witold (1953– )

Publisher:

Instytut Badań Systemowych. Polska Akademia Nauk ; Systems Research Institute. Polish Academy of Sciences

Place of publishing:

Warszawa

Date issued/created:

2001

Description:

40 stron ; 21 cm ; Bibliografia s. 37-40

Subject and Keywords:

Time series ; Polynomial neural networks ; Group method of data handking (gmdh) ; Design procedure ; High-order polynomial ; Multi-variable systems ; Proces projektowania ; Szereg czasowy

Abstract:

In this study, a class of neural arhitectures of polynomial neural networks (PNNs) was introduced and investigated. A comprehensive design methodology is discussed. A series of numeric experiments were carried out. PNN is a flexible neural architecture whose structure (topology) is deveoped through learining. The number of layers of the PNN is not fixes in advance but is generated on the fly. In this sense, PNN is a self-organizing network. The essence of the design procedure dwells on the Group Method of Data handling (GMDH). Each node of the PNN exhibits a high level of flexibility and realizes a polynomial type of mapping (linear, quadratic, and cubic) between input and output variables. The experimental part of the study involves two representative time series such as Box-Jenkins gas furnace data and a pH netralization process.

Relation:

Raport Badawczy = Research Report

Resource type:

Tekst

Detailed Resource Type:

Raport

Source:

RB-2001-58

Language:

eng

Language of abstract:

eng

Rights:

Licencja Creative Commons Uznanie autorstwa 4.0

Terms of use:

Zasób chroniony prawem autorskim. [CC BY 4.0 Międzynarodowe] Korzystanie dozwolone zgodnie z licencją Creative Commons Uznanie autorstwa 4.0, której pełne postanowienia dostępne są pod adresem: ; -

Digitizing institution:

Instytut Badań Systemowych Polskiej Akademii Nauk

Original in:

Biblioteka Instytutu Badań Systemowych PAN

Projects co-financed by:

Program Operacyjny Polska Cyfrowa, lata 2014-2020, Działanie 2.3 : Cyfrowa dostępność i użyteczność sektora publicznego; środki z Europejskiego Funduszu Rozwoju Regionalnego oraz współfinansowania krajowego z budżetu państwa

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