Advanced search ?

Object

Download

Title: Genetic Algorithm for Combined Speaker and Speech Recognition using Deep Neural Networks, Journal of Telecommunications and Information Technology, 2018, nr 2

Creator:

Srivastava, Mohit ; Kaur, Gurpreet ; Kumar, Amod

Date:

2018, nr 2

Resource Type:

artykuł

Description:

Huge growth is observed in the speech and speaker recognition field due to many artificial intelligence algorithms being applied. Speech is used to convey messages via the language being spoken, emotions, gender and speaker identity. Many real applications in healthcare are based upon speech and speaker recognition, e.g. a voice-controlled wheelchair helps control the chair. In this paper, we use a genetic algorithm (GA) for combined speaker and speech recognition, relying on optimized Mel Frequency Cepstral Coefficient (MFCC) speech features, and classification is performed using a Deep Neural Network (DNN). In the first phase, feature extraction using MFCC is executed. Then, feature optimization is performed using GA. In the second phase training is conducted using DNN. Evaluation and validation of the proposed work model is done by setting a real environment, and efficiency is calculated on the basis of such parameters as accuracy, precision rate, recall rate, sensitivity, and specificity. Also, this paper presents an evaluation of such feature extraction methods as linear predictive coding coefficient (LPCC), perceptual linear prediction (PLP), mel frequency cepstral coefficients (MFCC) and relative spectra filtering (RASTA), with all of them used for combined speaker and speech recognition systems. A comparison of different methods based on existing techniques for both clean and noisy environments is made as well.

Publisher:

National Institute of Telecommunications

Format:

application/pdf

Resource Identifier:

ISSN 1509-4553, on-line: ISSN 1899-8852 ; oai:bc.itl.waw.pl:2026

Source:

Journal of Telecommunications and Information Technology

Language:

ang

Rights Management:

Biblioteka Naukowa Instytutu Łączności

Subject and keywords:

genetic algorithm speech recognition deep neural network LPCC PLP RASTA-PLP speaker recognition MFCC

Object collections:

Last modified:

Aug 9, 2018

In our library since:

Aug 9, 2018

Number of object content hits:

120

All available object's versions:

https://bc.itl.waw.pl/publication/2309

Show description in RDF format:

RDF

Show description in OAI-PMH format:

OAI-PMH

Edition name Date
Kaur, Gurpreet; Srivastava, Mohit;Kumar, Amod , Genetic Algorithm for Combined Speaker and Speech Recognition using Deep Neural Networks, Journal of Telecommunications and Information Technology, 2018, nr 2 Aug 9, 2018

Objects Similar
Speech-Based Vehicle Movement Control Solution, Journal of Telecommunications and Information Technology, 2021, nr 3

Srivastava, Mohit Kaur, Gurpreet Kumar, Amod

2021, nr 3
artykuł
2023, nr 1, JTIT-artykuły
2023, nr 1, JTIT-artykuły
Beam Pattern Optimization Via Unequal Ascending Clusters, Journal of Telecommunications and Information Technology, 2023, nr 1

Mohammed, Jafar Ramadhan Abdulqader, Ahmed Jameel Ali, Yessar E. Mohammad

2023, nr 1
artykuł
Recognition of the Numbers in the Polish Language, Journal of Telecommunications and Information Technology, 2013, nr 4

Plichta, Anna Krzywdziński, Tomasz Gąciarz, Tomasz

2013, nr 4
artykuł
Optimization of Spectrum Sensing Parameters in Cognitive Radio Using Adaptive Genetic Algorithm, Journal of Telecommunications and Information Technology, 2017, nr 1

Roy, Jibendu Sekhar Bhattacharya, Partha Pratim Dutta, Swaham Chatterjee, Subhajit

2017, nr 1
artykuł
Recognizing Sets in Evolutionary Multiobjective Optimization, Journal of Telecommunications and Information Technology, 2012, nr 1

Gajda-Zagórska, Ewa

2012, nr 1
artykuł
Preliminary Evaluation of Convolutional Neural Network Acoustic Model for Iban Language Using NVIDIA NeMo, Journal of Telecommunications and Information Technology, 20022, nr 1

Michael, Steve Olsen Mit, Edwin Juan, Sarah Samson

2022, nr 1
artykuł
Joint Optimization of Sum and Difference Patterns with a Common Weight Vector Using the Genetic Algorithm, Journal of Telecommunications and Information Technology, 2022, nr 3

Mohammed, Jafar Ramadhan Aljaf, Duaa Alyas

2022, nr 3
artykuł
Performance Comparison of Optimization Methods for Flat-Top Sector Beamforming in a Cellular Network, Journal of Telecommunications and Information Technology, 2022, nr 3

Roy, Jibendu Sekhar Nandi, Pampa

2022, nr 3
artykuł
More
×

Citation

Citation style:

Contact details

Address

Instytut Łączności – Państwowy Instytut Badawczy ul. Szachowa 1 04-894 Warszawa

Phone

(+48) 5128 696

E-Mail

biblioteka@il-pib.pl

Visit us!

This page uses 'cookies'. More information