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33258

Wavelet and Neural Network Method for Speech Enhancement Objective Evaluation

Article

Last updated: 04 Jan 2025

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Abstract

Abstract:
Wavelet Neural Network Evaluation method WNNEM is proposed as a powerful tool
for enhanced speech signal evaluation. This objective evaluation measure utilizes Feed
forward back Propagation Neural Network FFBNN to train the free of noise signal, and
then enhanced signal is simulated to the training output results taken for given target.
The distance between simulation and the target, over different wavelet sub bands is
studied. Four known speech enhancement method for studying the performance of
WNNEM are utilized. The advantage of this method is the evaluation of different band
passes of frequency based on wavelet transform by neural network, which is very
powerful classification tool. Several objective measures are used to investigate the
WNNEM compatibility. Results proved the validity of the proposed method.

DOI

10.21608/iceeng.2010.33258

Keywords

Wavelets, Neural network, objective evaluation and speech enhancement

Authors

First Name

K.

Last Name

Daqrouq

MiddleName

-

Affiliation

Electronic and Communication department-Philadelphia Univ.-Jordan.

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Orcid

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First Name

M.

Last Name

Alfaouri

MiddleName

-

Affiliation

Electronic and Communication department-Philadelphia Univ.-Jordan.

Email

-

City

-

Orcid

-

First Name

T.

Last Name

Abu Hilal

MiddleName

-

Affiliation

Arab Academy for Banking & Financial Sciences, Computer Information Systems.

Email

-

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-

Orcid

-

First Name

J.

Last Name

Daqrouq

MiddleName

O.

Affiliation

IT Department- Gazco Company-Abu Dhabi.

Email

-

City

-

Orcid

-

First Name

S.

Last Name

El-Hajjar

MiddleName

-

Affiliation

Dhofar University, Foundation Department, Oman.

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-

City

-

Orcid

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Volume

7

Article Issue

7th International Conference on Electrical Engineering ICEENG 2010

Related Issue

5537

Issue Date

2010-05-01

Receive Date

2019-05-26

Publish Date

2010-05-01

Page Start

1

Page End

10

Print ISSN

2636-4433

Online ISSN

2636-4441

Link

https://iceeng.journals.ekb.eg/article_33258.html

Detail API

https://iceeng.journals.ekb.eg/service?article_code=33258

Order

90

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

Wavelet and Neural Network Method for Speech Enhancement Objective Evaluation

Details

Type

Article

Created At

22 Jan 2023