National Conference on Artificial Intelligence: From Theory to Practice (NCAI’2023)

Abstract

National Conference on Artificial Intelligence: From Theory to Practice (NCAI’2023) DECEMBER 19-20, 2023

Laboratory of Mathematics, Informatics and Systems (LAMIS), TEBESSA, ALGERIA,

HONORS CHAIRS Pr. Abdelkrim GOUASMIA Rector of Echahid Cheikh Larbi Tebessi University Pr. Belgacem DJABRI Dean of Faculty of Exact Sciences and Natural and Life Sciences

GENERAL CHAIRS Pr. Hakim BENDJENNA Pr. Abdallah MERAOUMIA

SCIENTIFC COMMITTEE CHAIRS Pr. Med Ridda LAOUAR Dr. Issam BENDIB Dr. Med Yacine HAOUAM Dr. Lakhdar LAIMECHE

ORGANIZING COMMITTEE CHAIRS Pr. Mohamed AMROUNE Dr. Mohamed GASMI Dr. Abdelaziz AOUICHE Dr. Dhaouadi GUIZA

ID 9 Flood Detection in Satellite Images using Deep Learning Tarek Nouioua……………………………………………………………………………………………………………………………………………..………………………....………… 11 ID 10 Analyze And Prediction Of Nephropathy Chronic With Hybrid Model Of Machine Learning And RELIEF Feature Selection Safa Boughougal, Mohamed Ridda Laouar, Abderahim Siam……………………………………………………………………………………………………………… 11 ID 15 Facesec: facial recognition model for secure access A. Djeddar, A. Abbaci and H. Bendjenna……………………………………………………………………………………………………………………………….……………… 11 ID 20 Palmprint Recognition from Conventional to Learning‐based Techniques: A Review Asma Aounallah, Hakim Bendjenna and Abdallah Meraoumia……………………………………………………………………………………………………..…… 12 ID 58 Deep learning model for breast cancer lesions detection on mammography images Nada khiari, Mohammed Amine Yakoubi, Amine Khiari and Ahlem Melouah……………………………………………………………………….……………… 12 ID 80 Improving Contactless Palmprint Recognition System Performance through Deep Rule‐Based Classification Yacine Belhocine, Abdallah Meraoumia, Hakim Bendjenna and Mohammed Saigaa………………………………………………………………….……… 12 ID 90 Comparative Study of Osteosarcoma Classification Charaf Eddine Ghenai, Mohamed Gasmi, Hakim Bendjenna and Yasmina Ben Mabrouk…………………………………………………………………… 13 ROOM P_CIS : COMMUNICATION AND INFORMATION SECURITY (IN-PERSON) ID 38 TinyML: A New Technique for IIoT Monitoring Systems Mohamed Maoui, Imed Eddine Bouramoul, Rohallah Benaboud, Soumia Zertal, Makhlouf Derdour………………………………….……………… 13 ID 40 TinyML: perspectives on security issues in IoT systems Imed Eddine Bouramoul, Mohamed Maoui, Soumia Zertal, Makhlouf Derdour, Rohallah Benaboud…………………………………..…………… 13 ID 41 A state‐of‐the‐art review on Multi‐Agent System Stability Djaber Guassmi, Nour El Houda Dehimi, Makhlouf Derdour…………………………………………………………………………………………………….………… 14 ID 47 Enhancing Osteoporosis Diagnosis through Ensemble Classifiers Meriem Mebarkia, Lotfi Houam, Abdallah Meraoumia and Seddik Khemaissia…………………………………………………………………….…………… 14 ID 50 From sky to network:FSO in the 5G revolution Oumaima Allaoua, Hanane Djellab, Ahmed Mohamed Salem…………………………………………………………………………………………………….……… 14 ID 82 Optimizing Task Scheduling Algorithms through Machine Learning: A Comprehensive ComparativeAnalysis Abdelhamid Khiat…………………………………………………………………………………………………………………………………………………………………..…………… 15 ID 84 Enhancing early stage risk prediction of diabetes mellitus through feature selection bagging andboosting techniques Sarra Samet, Mohamed Ridda Laouar……………………………………………………………………………………………………………………………………………..… 15

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ROOM P_CCE : CONTROL AND COMPUTER ENGINEERING (IN-PERSON)

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Evaluation of Open‐Circuit Fault Detection in a Three‐Phase Inverter Using an Artificial Neural Network Methodology

Sakina Aoun, Laatra Yousfi, Aziz Boukadoum……………………………………………………………………………………………………………………………………… 15

On the capability of the multilayer perceptron to predict well‐logs data in unconventional hydrocarbon reservoirs

Leila Aliouane, Sid‐Ali Ouadfeul…………………………………………………………………………………………………………………………………………………………… 16

LQR Controller of an Active Suspension System for a Quarter Car Vehicle

Madi Said, Kherief Nacereddine Mohamed, Mohand Said Larabi……………………………….……………………………………………………………………… 16

On–Off Control based on Whale Optimization Algorithm for Electromagnetic Torque Ripple Minimization of WECS

Brahmi Oussama, Bouchemha Amel, Kahla Sami………………………………………………………………………………….…………………………………………… 16

Comparative analysis on THD between a PI and ANN controller for a shunt active power filter based on direct current control strategy

Belgacem Med Nassim Bouzidi, Belgacem Toual, Hamza Afghoul, Djallal Eddine Zabia, Bayoud Mebarka, Feriel Abdelmalek, Taha Lamdjed Belahcene, Salah Anis Krim……………………………………………………………………………………………………………………………………….………… 16

A synthesis of hybrid modeling approaches for MBT

Salsabile Goucem, Mohand Cherif Boukala, Hakim Bendjenna…………………………………………………………………………………..……………………… 17

Double Stator Induction Machine Speed Control Based On Fuzzy Logic

Benayad Nizar, Aouiche Abdelaziz, Djeddi Abdelghani……………………………………………………………………………………………………………………… 17

ROOM O_SIP : SIGNAL AND IMAGE PROCESSING (ON-LINE)

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Convolutional neural network for screening and grading Diabetic Retinopathy disease : an Overview

Chaouki Makhlouf, Mohamed Ridda Laouar, Salima Bourougaa……………………………..………………………………………………………………………… 18

Automatic Detection of laryngal Pathologies Using Deep Learning

Mohamed Cherif Amara Korba, Hakim Doghmane, Khelil Khaled, Houcine Bourouba…………………………………………..…………………………… 18

Psycho‐diagnostic Prediction Based on Machine Learning Techniques

Khamari Chahinez, Zouaoui Samia………………………………………………………………………………………………………………………………….………………… 18

Advances in Lung Cancer Detection: A Literature Review on Deep Learning and CT Scans

Amira Bouamrane, Makhlouf Derdour……………………………………………………………………………………………………………………….……………………… 18

Prediction of Chronic Disease by Using a Parallel Unidimensional Convolutional Neural Network based Feature Extractor and SVM Classifier

Fatma Zohra Tassadit Ait mesbah, M’hamed Bilal Abidine, Belkacem Fergani…………………………………………………………………………………… 19

Biometric‐based efficient medical image watermarking in E‐healthcare application

Ziadeddine Makhlouf, Lakhdar Laimeche and Abdallah Meraoumia…………………………………………………………………………..……………………… 19

Multiscale Fusion in Deep Supervised Hashing (MFDSH)

Adil Redaoui, Kamel Belloulata………………….………………………………………………………………………………………………………………………….…………… 20

Transfer learning‐based approach for breast cancer diagnosis using histopathological images

Mohamed Gasmi, Yasmina Benmabrouk, Hakim Bendjenna, Brahim Sahraoui……………………………..…………………………………………………… 20

ROOM O_CIS 1 : COMMUNICATION AND INFORMATION SECURITY (ON-LINE)

ID 6 Deep Learning for Enhanced Human Activity Recognition in Smart Environments: A CNN‐LSTM Hybrid Approach

DEGHA Houssem Eddine, Fatima Zohra Laallam…………………..……………………………………………………………………………………………………………… 20

ID 25 Age Estimation : Bridging the Gap Between Handcrafted and Deep Learning Techniques

Mohamed Yassine Haouam, Abdallah Meraoumia, Issam Bendib and Lakhdar Laimeche…………………..………………………………..…………… 20

ID 30 Edge‐based machine learning for early detection and prevention of heart attack in healthcare

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Laid Kenioua, Brahim Lejdel, Nedioui Abdelhamid…………………..………………………………………………………………………………………………………… 21 ID 34 Review on Arabic Handwritten Recognition Methods Sarra Hamza, Rafik Menassel, Chawki Djeddi…………………..……………………………………………………………………………………………………………… 21 ID 59 An Efficient Iris Recognition System based on Fine‐tuned Xception Model Hattab Abdessalam, Behloul Ali…………………..…………………………………………………………………………………………………………………………….……… 21 ID 71 An Efficient Image Watermarking Technique Based on Arnold Cat Map Brahim Ferik, Lakhdar Laimeche, Abdallah Meraoumia…………………..………………………………………………………………………………………………… 22 ID 93 A Novel Approach for Historical Documents Script Classification Merouane Boudraa, Akram Bennour…………………..……………………………………………………………………………………………………………………………… 22 ID 99 Exploring Environmental Sensors for Human Activity Recognition: Comparative Analysis of Six Models Degha Houssem Eddine, Fatima Zohra Laallam, Nacer Eddine Lakas And Firas Saadi…………………..……………………………………………………… 22

ROOM O_CCE 1 : CONTROL AND COMPUTER ENGINEERING (ON-LINE)

ID 14 Elevating Energy Efficiency and Sustainability: Unveiling the Potential of an Intelligent electric Energy Management System Mohamed Salah Benkhalfallah, Sofia Kouah………..……………………………………………………………………………………………………………………………… 23 ID 45 Bearing fault detection by vibration analysis Karim Bouaouiche, Yamina Menasria, Dalila Khalfa………..………………………………………………………………………………………………………………… 23 ID 54 Individual and Equivalent Capacitor Voltage Regulation of the MMC Sub‐Module of the Grid‐Connected Photovoltaic System Alia Imane, Merzouk Imad………..……………………………………………………………………………………………………………………………………………….……… 23 ID 55 Detection of stator faults in three‐phase induction machine using discriminate analysis and ensemble methods Saddam Bensaoucha, Sid Ahmed Bessedik, Sandrine Moreau, Aissa Ameur………..……………………………………………………………………………… 24 ID 63 High Performance of Second Order Sliding Mode Control Using Intelligence Artificial of Induction Motor Dalal Zellouma, Youcef Bekakra, Habib Benbouhenni………..………………………………………………………………………………………………………………… 24 ID 86 Reconstructs Signals Classification for Bearing Fault Vibration Analysis Abla Bouguerne, Aziz Boukadoum………..…………………………………………………………………………………………………………………………………………… 24 ID 88 Implementation on FPGA of Anti‐WindupFuzzy Logic Controller Algorithm using Grey Wolf Optimization applied to DC motor Samet Ahmed, LaimecheLakhdar,Kourd Yahia………..…………………………………………………………………………………………………………….…………… 24 ID100 FPGA Implementation of an Embedded System for Transformer Monitoring based on FRA Signal Morphology Interpretation Abderrazak Amara, Hamza Haouassine, Hakim Bendjanna………..……………………………………………………………………………………………………… 25

ROOM O_CIS 2 : COMMUNICATION AND INFORMATION SECURITY (ON-LINE)

ID 13 Exploiting Artificial Intelligence Approaches to Augment Decision‐making Processes for an Intelligent Performance in Football Souheila Boudouda, Aya Merouani…..……………………………………………………………………………………………………………………………..………………… 25 ID 16 ChatGPT: Revolutionizing Education with Artificial Intelligence Walid Hariri, Kettouche Souhila…..……………………………………………………………………………………………………………………………………....…………… 26 ID 17 Adaptive approaches to e‐learning for enhancing learning and individualised experiences Fateh Benkhalfallah, Mohamed Ridda Laouar…..…………………………………………………………………………………………………….………………………… 26 ID 22 Blockchain‐Enabled Secure and Verifiable Federated Learning for Education: A Case Study in Algeria Djamila Bouhata, Hamouma Moumen, Ahcène Bounceur, Mohamed Takieddine Seddik…………………………………………………………………… 26 ID 33 Network attack detection in the PfSense firewall via Deep Learning Soltane Merzoug and Aimen Gasmi…..……………………………………………………………………………………………………………………………….……………… 27 ID 47 Boosting Gain and bandwidth in 5G Wireless Communication Systems Ahmed Mohamed Salem ,Hanane Djellab, Allaoua Oumaima…..………………………………………………………………………………………………………… 27 3

Integrating Blockchain into the Internet of Robotic Things: Empowering Artificial ntelligence for Secure and Collaborative Robotics ID 75 A comprehensive survey of task offloading techniques in IoT‐Fog‐Cloud computing

Amina Benaboura, Rachid Bechar, Walid Kadri…..………………………………………………………………………………………………………………………..…… 27

ID 95 A new framework Using K‐means Clustering algorithm to Group Homogeneous Data

Leila Megouache, Ouissal Sadouni, Abdelhafid Zitouni, Salheddine Sadouni…..………………………………………………………….……………………… 27

ROOM O_CCE 2 : CONTROL AND COMPUTER ENGINEERING (ON-LINE)

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Abdessamed Echikr, Ali Yachir, Chaker Abdelaziz Kerrache, Zakaria Sahraoui………………………………….…………….…………………………….……… 28 ID 60 Design and Prototyping of an Intelligent Electronic Anti‐pollution Station Based on an IoT Solution for Monitoring and Reporting Urban Pollution Salheddine Sadouni, Ouissal Sadouni, Malek Benslama, Abderraouf Messai, Skander Aris, Leila Megouache……………………………….…… 28 ID 61 Integration of CBC Mode and CTR Mode for InSAR Interferogram Encryption Based on the Feistel Network Karim Benamara, Riad Saidi, Tarek Bentahar, Hanane Djaellab, Nada Cherrid………………………………….………………………………………….…… 28 ID 62 Performance Enhancement of 2D Spectral/Spatial Encryption In Incoherent OCDMA Networks By Implementing Novel Spectral Coding Mohamed Rahmani, Abdelhamid Cherifi, Ghoutia Naima Sabri…………………………………………………………………………………………………….…… 29 ID 65 The E ffectiveness of N eural N etworks for Identification and C ontrolling N onlinear S ystems Zineb Boulaaras, Abdelaziz Aouiche, Kheireddine Chafaa…………………………………………………………………………………………………………….……… 29 ID 85 Harmonic Compensation Using Shunt Active Power Based on Fuzzy Logic Controller Aziz Boukadoum, Abla Bouguerne, Tahar Bahi ID 91 Multiscale analysis of 3D seismic data using the 2D Continuous Wavelet Transform enhanced by deep learning for automatic fault tracking Sid‐Ali Ouadfeul, Leila Aliouane0 ID 94 Performance Optimization and Comparative Analysis of Reliable Multicast Protocols (AMRHy and DyRAM) in Wireless Mesh Networks

Asma Benmohammed, Merniz Salah