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142599

Modeling and Identification of Complex Systems using Neuro-Fuzzy Techniques.

Article

Last updated: 22 Jan 2023

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Subjects

-

Tags

Electrical Engineering

Abstract

In this paper Adaptive-Network-Based Fuzzy Inference System (ANFIS) architecture is presented and has been used as a tool for System Identification. System Identification consists of three related steps: 1:) Structure specification, 2:) Parameter estimation. 3:) Model Validation. These steps are also discussed. We use a new method to determine the structure of the ANFIS model (Fuzzy Curves). Fuzzy Curves Help in determining the number of significant inputs from a number of candidates. We determine the number of membership functions in each input by using the subtractive clustering. Finally this method is tested on two cases. 

DOI

10.21608/bfemu.2021.142599

Authors

First Name

M.

Last Name

El-Hosiny

MiddleName

-

Affiliation

Computers & Systems Department., Faculty of Engineering., El-Mansoura University., Mansoura., Egypt.

Email

-

City

Mansoura

Orcid

-

First Name

M.

Last Name

Sherif

MiddleName

-

Affiliation

Computes & Systems Department., Faculty of Engineering., El-Mansoura University., Mansoura., Egypt.

Email

-

City

Mansoura

Orcid

-

First Name

Sabry

Last Name

Saraya

MiddleName

-

Affiliation

Computers & systems Department., Faculty of Engineering., El-Mansoura University., Mansoura., Egypt.

Email

drsfsaraya@mans.edu.eg

City

Mansoura

Orcid

-

First Name

M.

Last Name

El-Basyouni

MiddleName

R.

Affiliation

Faculty in specific Education, Mansoura University.

Email

-

City

Mansoura

Orcid

-

First Name

Fayez

Last Name

Areed

MiddleName

-

Affiliation

Computers & Systems Department., Faculty of Engineering., El-Mansoura Universsity., Mansoura., Egypt.

Email

-

City

Mansoura

Orcid

-

Volume

27

Article Issue

1

Related Issue

21023

Issue Date

2002-03-01

Receive Date

2002-01-11

Publish Date

2021-01-24

Page Start

45

Page End

54

Print ISSN

1110-0923

Online ISSN

2735-4202

Article File

BFEMU_Volume 27_Issue 1_Pages 45-54.pdf

PDF . 538.6kB

Link

https://bfemu.journals.ekb.eg/article_142599.html

Detail API

https://bfemu.journals.ekb.eg/service?article_code=142599

Order

6

Type

Research Studies

Type Code

1,205

Publication Type

Journal

Publication Title

MEJ. Mansoura Engineering Journal

Publication Link

https://bfemu.journals.ekb.eg/

MainTitle

-

Details

Type

Article

Created At

22 Jan 2023