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61098

USING NEURAL NETWORK IN RADAR EMITTER'S IDENTIFICATION

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Last updated: 24 Dec 2024

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Abstract

A region of the microwave band can contain many radar signals from different emitters. There are few techniques for identification of emitters on the base of measuring the parameters of their received signals. However, these techniques are utilized OFF-line. In modern electronic warfare, the ON-line techniques in the processing and decision are required. It is assumed that the electronic support measurement (ESM) receiving system is used to measure radar parameters. These parameters are : the carrier frequency (F), the pulse width (PW), the antenna scan rate (RPM), the angle of arrival (A.OA) and the time of intercept (TOI) for each pulse. Data processing in ESM contains two basic functions: deinterleaving (sorting or classification) and emitter identification. ESM systemn applies some algorithms to classify the radar emitters and the resulting radar parameters F, PW, PRF, RPM are called the emitter descriptor vector. They are used in emitter identification by comparison with an existing library. This paper suggests a novel technique to identify radar signals using neural network on simulated radar parameters. A fully connected feed forward network (back propagation) is designed and implemented. The designed network consists of three layers. Th(z input layer contains four processing elements that correspond to the four measured radar parameters resulting from the classification process. The hidden !Layer consists of five processing elements. The output layer consists of ten processing elements that correspond to the number of emitters in the library. The proposed network is tested by several examples to verify the design concept.

DOI

10.21608/iceeng.1998.61098

Authors

First Name

Magdy

Last Name

Kamal

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First Name

Fawzy

Last Name

Ibrahim

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First Name

Nabil

Last Name

Girgis

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Volume

1

Article Issue

1st International Conference on Electrical Engineering ICEENG 1998

Related Issue

9113

Issue Date

1998-03-01

Receive Date

2019-11-24

Publish Date

1998-03-01

Page Start

410

Page End

419

Print ISSN

2636-4433

Online ISSN

2636-4441

Link

https://iceeng.journals.ekb.eg/article_61098.html

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https://iceeng.journals.ekb.eg/service?article_code=61098

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40

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Original Article

Type Code

833

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Journal

Publication Title

The International Conference on Electrical Engineering

Publication Link

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

MainTitle

USING NEURAL NETWORK IN RADAR EMITTER'S IDENTIFICATION

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Article

Created At

22 Jan 2023