M. KHENNOUF Salah

MCA

Directory of teachers

Department

Departement of ELECTRONICS

Research Interests

Speaker Identification Artificial Intelligence Author Attribution Renewable Energy

Contact Info

University of M'Sila, Algeria

Email : salah [dot] khennouf [at] univ-msila [dot] dz

On the Web:

Recent Publications

2026-01-29

Towards Robust Arabic Authorship Attribution: A Transformer-Based Model for Multi-Author Imbalanced Corpora

Citation

M. KHENNOUF Salah, (2026-01-29), "Towards Robust Arabic Authorship Attribution: A Transformer-Based Model for Multi-Author Imbalanced Corpora", [international] 9th International Conference of Mathematical Sciences (ICMS 2025) , Turkey

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2026-01-25

Towards Robust Arabic Authorship Attribution: A Transformer-Based Model for Multi-Author Imbalanced Corpora

Citation

M. KHENNOUF Salah, (2026-01-25), "Towards Robust Arabic Authorship Attribution: A Transformer-Based Model for Multi-Author Imbalanced Corpora", [national] Bol. Soc. Paran. Mat. , SPM:www.spm.uem.br/bspm

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Improve efficiency of Perovskite-Based Solar Cell

Citation

M. KHENNOUF Salah, (2026-01-25), "Improve efficiency of Perovskite-Based Solar Cell", [international] 9th International Conference of Mathematical Sciences (ICMS 2025) , TURKEY

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2025-12-30

Enhanced light trapping in thin-films perovskite solar cells by photonic crystal structures

Citation

M. KHENNOUF Salah, (2025-12-30), "Enhanced light trapping in thin-films perovskite solar cells by photonic crystal structures", [national] AIPAvances , AIP

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2025-12-15

Improve Efficiency of Perovskite-Based Solar Cell by Photon Recycling

Citation

M. KHENNOUF Salah, (2025-12-15), "Improve Efficiency of Perovskite-Based Solar Cell by Photon Recycling", [national] Boletim da Sociedade Paranaense de Matemática , Sociedade Brasileira de Matematica

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2025-12-10

Speaker Recognition for Access Control: A Comparative Analysis of MFCC and PLP Features using CNN-Based Classification

Citation

M. KHENNOUF Salah, (2025-12-10), "Speaker Recognition for Access Control: A Comparative Analysis of MFCC and PLP Features using CNN-Based Classification", [international] The 2nd International Conference on Advanced Technology in Electronic and Electrical Engineering , جامعة محمد بوضياف-المسيلة

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Acoustic Emission Based Bearing Fault Localization using Wavelet Features and Random Forest Classifier

Citation

M. KHENNOUF Salah, (2025-12-10), "Acoustic Emission Based Bearing Fault Localization using Wavelet Features and Random Forest Classifier", [international] The 2nd International Conference on Advanced Technology in Electronic and Electrical Engineering , جامعة محمد بوضياف-المسيلة

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Development of an Arabic Voice Control System using Convolutional Neural Networks CNN

Citation

M. KHENNOUF Salah, (2025-12-10), "Development of an Arabic Voice Control System using Convolutional Neural Networks CNN", [international] The 2nd International Conference on Advanced Technology in Electronic and Electrical Engineering , جامعة محمد بوضياف-المسيلة

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2025-09-02

A Deep Learning Approach using ResNet-50 for Arabic Sign Language Recognition

Citation

M. KHENNOUF Salah, (2025-09-02), "A Deep Learning Approach using ResNet-50 for Arabic Sign Language Recognition", [international] ICMS 2025 , turkey

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2025-05-06

Boosted Photoconversion Efficiency of Silicon Solar Cells via Spectral Management using Wavelength-Selective Optical Filters

Citation

M. KHENNOUF Salah, (2025-05-06), "Boosted Photoconversion Efficiency of Silicon Solar Cells via Spectral Management using Wavelength-Selective Optical Filters", [national] The First National Conference on Renewable Energies and Advanced Electrical Engineering , جامعة محمد بوضياف-المسيلة

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2024-10-29

AI Serving Homeland Security and Safety

Citation

M. KHENNOUF Salah, (2024-10-29), "AI Serving Homeland Security and Safety", [international] The International Conference for AI Serving Homeland Security and Safety , Doha - Qatar

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2024-09-23

Improving Arabic Authorship Attribution on Imbalanced Dataset Using a Hybrid Approach

Citation

M. KHENNOUF Salah, (2024-09-23), "Improving Arabic Authorship Attribution on Imbalanced Dataset Using a Hybrid Approach", [national] The 4th Doctoral Days of Speech Communication And Signal Processing Laboratory , USTHB, Bab Ezzouar, Algiers - Algeria

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2024-09-15

Pre-Project Work

Citation

M. KHENNOUF Salah, (2024-09-15), "Pre-Project Work", [national] University Mohamed Boudiaf - Msila

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2024-05-23

Bio Anti-Gel pour la protection de Plants avec un Système de pulvérisation Intelligent

Citation

M. KHENNOUF Salah, (2024-05-23), "Bio Anti-Gel pour la protection de Plants avec un Système de pulvérisation Intelligent", [national] جامعة محمد بوضياف - المسيلة

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Système de pulvérisation Intelligent pour les Produits Chimiques Agricoles ; Cas d'Application Bio Anti-Gel

Citation

M. KHENNOUF Salah, (2024-05-23), "Système de pulvérisation Intelligent pour les Produits Chimiques Agricoles ; Cas d'Application Bio Anti-Gel", [national] جامعة محمد بوضياف - المسيلة

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2023-11-19

Un bracelet électronique de surveillance pour les patients atteints de la maladie d'Alzheimer

Citation

M. KHENNOUF Salah, (2023-11-19), "Un bracelet électronique de surveillance pour les patients atteints de la maladie d'Alzheimer", [national] Université de Msila

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Dispositif d'amélioration de la force du signal Wifi

Citation

M. KHENNOUF Salah, (2023-11-19), "Dispositif d'amélioration de la force du signal Wifi", [national] Université de Msila

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2023-06-26

Dispositif de systemes de sécurité domestique

Citation

M. KHENNOUF Salah, (2023-06-26), "Dispositif de systemes de sécurité domestique", [national] Université de Msila

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2022-02-22

Réalisation d'un Système Automatique de Régulation de l'Ammoniac dans un aquarium

Citation

M. KHENNOUF Salah, (2022-02-22), "Réalisation d'un Système Automatique de Régulation de l'Ammoniac dans un aquarium", [national] Université Mohamed BOUDIAF-Msila

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2022

Performances Evaluation of Automatic Authorship Attribution on Ancient Arabic Documents

Citation

M. KHENNOUF Salah, (2022), "Performances Evaluation of Automatic Authorship Attribution on Ancient Arabic Documents", [international] International Conference of advanced Technology in Electronic and Electrical Engineering , University of Msila

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A New Design for Enhancing Highly Sensitive Interferometer Biosensor Using a Silicon Rib Waveguide

Citation

M. KHENNOUF Salah, (2022), "A New Design for Enhancing Highly Sensitive Interferometer Biosensor Using a Silicon Rib Waveguide", [national] Instrumentation Mesure Métrologie , International Information and Engineering Technology Association

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2020

Kernel Function and Dimensionality Reduction Effects on Speaker Discrimination System

Citation

M. KHENNOUF Salah, (2020), "Kernel Function and Dimensionality Reduction Effects on Speaker Discrimination System", [international] The 6th International Conference on Electrical Engineering- ICEE’2020 , Istanbul, Turkey

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Fiabilité et Maintenance des Systèmes Electroniques

Citation

M. KHENNOUF Salah, (2020), "Fiabilité et Maintenance des Systèmes Electroniques", [national] University of M'sila

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2018

Speaker discrimination based on fuzzy fusion and feature reduction techniques

Citation

M. KHENNOUF Salah, (2018), "Speaker discrimination based on fuzzy fusion and feature reduction techniques", [national] International Journal of Speech Technology , Springer

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2017

Automatic Authorship Attribution of Transcribed Texts –Application on Oral Religious Discourses

Citation

M. KHENNOUF Salah, (2017), "Automatic Authorship Attribution of Transcribed Texts –Application on Oral Religious Discourses", [international] NTERNATIONAL CONFERENCE ON ELECTRONICS AND NEW TECHNOLOGIES , Univ-M'sila

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2015

Energy conversion optimization of Si-solar cell using different wavelength filters

Citation

M. KHENNOUF Salah, (2015), "Energy conversion optimization of Si-solar cell using different wavelength filters", [international] THE FIRST INTERNATIONAL CONFERENCE ON SOLAR ENERGY (INCOSOLE 2015) , University of Bordj Bou Arréridj

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2013

Virtual speaker tracking by camera using a sound source localisation with two microphones

Citation

M. KHENNOUF Salah, (2013), "Virtual speaker tracking by camera using a sound source localisation with two microphones", [national] International Journal of Networking and Virtual Organisations , Inderscience

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2012

Automatic Speaker Localization and Tracking: Using a Fusion of the Filtered Correlation with the Energy Differential

Citation

M. KHENNOUF Salah, (2012), "Automatic Speaker Localization and Tracking: Using a Fusion of the Filtered Correlation with the Energy Differential", [national] Advancing the Next-Generation of Mobile Computing: Emerging Technologies , Information Science Reference (an imprint of IGI Global)

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2011

Automatic speaker tracking by camera using two-channel-based sound source localization

Citation

M. KHENNOUF Salah, (2011), "Automatic speaker tracking by camera using two-channel-based sound source localization", [national] International Journal of Intelligent Computing and Cybernetics , Emeral Group Publishing Ltd

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2010

Automatic Speaker Localization and Tracking Using a Fusion of the Filtered Correlation with the Energy Differential

Citation

M. KHENNOUF Salah, (2010), "Automatic Speaker Localization and Tracking Using a Fusion of the Filtered Correlation with the Energy Differential", [national] International Journal of Mobile Computing and Multimedia Communications , IGI Global publishing

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