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23957

TIME DELAY COMPENSATION USING ADAPTIVE LINEAR NEURAL NETWORKS FOR NETWORKED CONTROL SYSTEMS

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Last updated: 04 Jan 2025

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Abstract

In real time systems, particularly control systems, delays or dropped packets may cause performance degradation and system destabilization. In order to consider the uncertainty of communication delays and packet losses, intelligent computational approaches such as fuzzy logic, neural networks, and genetic algorithm can be used. In this paper, The effect of time delay is compensated via building undelayed plant model based on delayed model data using the Adaptive Linear Neuron networks (ADALINE). In ADALINE the linear networks are adjusted at each time step based on new input and target vectors which can find weights and biases that minimize the network's sum-squared error for recent input and target vectors. The proposed works are applied on distributed control of a DC servo system. The network is built using the true time MATLAB toolbox. Several simulation examples are applied using CAN network to clarify the efficiency of the proposed methods.

DOI

10.21608/asat.2007.23957

Keywords

Networked Control Systems, ADALINE, time delay, Neural Networks, Distributed control, and CAN Network

Authors

First Name

AHMED

Last Name

ABDALLA

MiddleName

E.

Affiliation

Egyptian Army.

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City

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Orcid

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First Name

MOHAMMED

Last Name

ASSAL

MiddleName

H.

Affiliation

Modern Academy,Cairo, Egypt.

Email

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City

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Orcid

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First Name

HYDER

Last Name

ELBASHEIR

MiddleName

O.

Affiliation

Sudanese Army.

Email

-

City

-

Orcid

-

Volume

12

Article Issue

ASAT Conference, 29-31 May 2007

Related Issue

4431

Issue Date

2007-05-01

Receive Date

2019-01-09

Publish Date

2007-05-01

Page Start

1

Page End

10

Print ISSN

2090-0678

Online ISSN

2636-364X

Link

https://asat.journals.ekb.eg/article_23957.html

Detail API

https://asat.journals.ekb.eg/service?article_code=23957

Order

42

Type

Original Article

Type Code

737

Publication Type

Journal

Publication Title

International Conference on Aerospace Sciences and Aviation Technology

Publication Link

https://asat.journals.ekb.eg/

MainTitle

TIME DELAY COMPENSATION USING ADAPTIVE LINEAR NEURAL NETWORKS FOR NETWORKED CONTROL SYSTEMS

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Article

Created At

22 Jan 2023