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34286

An optimal control method for linear systems with time delay via recurrent neural networks

Article

Last updated: 24 Dec 2024

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Abstract

Abstract:
This paper investigates the problem of an optimal control for linear systems with time
delay and its solution by means of Hopfield neural networks. First, we discrete the
system and make it like a system without disturbance then design a disturbance
compensator for the system. Second, the dynamic optimization problem is
transformed into a static optimization problem via linear state space analysis
methods. The parameters of the Hopfield neural network are adjusted such that the
network solves the static quadratic optimization problem yielding the optimal control
sequence. The outputs of the neurons of the network represent the values of the
optimal control signal in each time step.

DOI

10.21608/iceeng.2008.34286

Keywords

time delay, optimal control, Hopfield Neural Networks, disturbance rejection

Authors

First Name

M.

Last Name

Korjani

MiddleName

M.

Affiliation

Amirkabir University of Technology, Hafez Ave, Tehran-Iran.

Email

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City

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Orcid

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First Name

S.

Last Name

Nikravesh

MiddleName

K.Y.

Affiliation

Amirkabir University of Technology, Hafez Ave, Tehran-Iran.

Email

-

City

-

Orcid

-

First Name

A.

Last Name

Afshar

MiddleName

-

Affiliation

Amirkabir University of Technology, Hafez Ave, Tehran-Iran.

Email

-

City

-

Orcid

-

Volume

6

Article Issue

6th International Conference on Electrical Engineering ICEENG 2008

Related Issue

5700

Issue Date

2008-05-01

Receive Date

2019-06-11

Publish Date

2008-05-01

Page Start

1

Page End

11

Print ISSN

2636-4433

Online ISSN

2636-4441

Link

https://iceeng.journals.ekb.eg/article_34286.html

Detail API

https://iceeng.journals.ekb.eg/service?article_code=34286

Order

47

Type

Original Article

Type Code

833

Publication Type

Journal

Publication Title

The International Conference on Electrical Engineering

Publication Link

https://iceeng.journals.ekb.eg/

MainTitle

An optimal control method for linear systems with time delay via recurrent neural networks

Details

Type

Article

Created At

22 Jan 2023