Identification and introduction of the research team

Title : Informatique en Nuage & Intelligence Artificielle

Acronym : INIA

LABScore : 996.763
LABScore since 2022 : 426.625

Team Leader :

Thematic Classification

Main Domain : Sciences pour l’ingénieur

Micro Domain 1 : Informatique

Micro Domain 2 : Informatique et Intelligence artificielle

Micro Domain 3 : Informatique et Applications interdisciplinaires

Exhaustive list of team members by rank (including doctoral students, LMD and others)

  

Scientific description of the team's research program

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Objectifs de recherche scientifique et de développement technologique :

Conformément à son nom, l'équipe "INIA", suit un programme de recherche scientifique basé sur deux domaines : Cloud Computing et Intelligence Artificielle. Le 1er volet couvre, essentiellement, les différents services du Cloud Computing leur architecture et leur typologie ainsi que le développement des Services Web Sémantiques. Le 2ème volet touche une partie des axes de recherche du laboratoire RIER, à savoir les domaines de l'Intelligence Artificielle et les Systèmes Intelligents en outre les IHM intelligentes. Nous essayons, à travers ces deux volets, d'appliquer les atouts de l'informatique dans pas mal de domaines: Médecine, Energies renouvelables, réseaux intelligents en agriculture, en électricité, en irrigation ... etc.

Thèmes pris en charge par l’équipe proposée :

  • Intelligence Artificielle,
  • Systèmes Intelligents,
  • Cloud Computing et Fog Computing,
  • Développement des Services Web Sémantiques,
  • Interfaces Homme Machine intelligentes,
  • Internet of Things.

Mots-Clés : IA, Cloud Computing, Fog Computing, IHM intelligentes, 
  

Scientific production

    Journal Publications

    Publishing in Category A

  • 358, Bechar, A., Medjoudj, R., ELMIR, Y., Himeur, Y. & Amira, A. (2025). Federated and transfer learning for cancer detection based on image analysis. Neural Computing and Applications (0941-0643)/(1433-3058), .  
  • 323, HIRECHE, S., DENNAI, A., , , . & , ,. (2024). Toward a Novel RESTFUL Big Data-Based Urban Traffic Incident Data Web Service for Connected Vehicles. The Computer Journal (OXFORD Academic) (0010-4620)/(1460-2067), 67, 557–580.  
  • 311, BENKERZAZ, S., DENNAI, A., , , . & ELMIR, Y. (2023). Advancing Human-Computer Interaction: A Deep Learning Approach to Eye Tracking. Tobacco Regulatory Science (TRS) /(2333-9748), 9, 5229-5239.  
  • 310, KHAIR, Y., DENNAI, A., , , . & ELMIR, Y. (2023). Cloud-Based Demand-Responsive Transportation System Using Forecasting Model. Arabian Journal for Science and Engineering (2191-4281)/(2193-567X), 48, 1-15.  
  • 303, KHAIR, Y., DENNAI, A., , , . & ELMIR, Y. (2022). Dynamic and elastic monitoring of VMs in cloud environment. The Journal of Supercomputing /(1573-0484), .  
  • 251, SAIDI, A., Khelifa, B., , , . & Nouredine, S. (2020). Secure cluster head election algorithm and misbehavior detection approach based on trust management technique for clustered Wireless Sensor Networks. Ad Hoc Networks (1570-8705)/(1570-8713), volume 109, 24.  

    • Publishing in category A+

  • 312, Khennouche, F., ELMIR, Y., Himeur, Y., Djebari, N. & Amira, A. (2024). Revolutionizing generative pre-traineds: Insights and challenges in deploying ChatGPT and generative chatbots for FAQs. Expert Systems With Applications (0957-4174)/(1873-6793), 246, 123224.  

    • Publishing in category B

  • 324, BELABED, M., DENNAI, A., , , . & , ,. (2023). A Double Metan-Semantic Search Model Based on Ontology and Semantic Similarity: Asthma Disease. Journal of Information & Knowledge Management (World Scientific) (0219-6492)/(1793-6926), 22.  
  • 322, Bentabet, D., DENNAI, A., , , . & , ,. (2023). Bandwidth Allocation Algorithm for Makespan Optimization in a Fog-Cloud Environment: Monitoring Application. Computer Science Journal of Moldova (1561-4042)/(2587-4330), 31, April..  
  • 325, MOUSSAOUI, N., DENNAI, A., , , . & , ,. (2022). OntoBa: Ontology of Biomedical Analysis. Journal of Information & Knowledge Management (0219-6492)/(1793-6926), 21.  
  • 298, LAOUFI, A. M., DENNAI, A., , , . & KADI, O. (2021). Numerical modeling of multi-junction solar cell-based CIGS with two sub-cells in parallel using silvaco TCAD. Chalcogenide Letters , 18, 297-301.  
  • 49, ELMIR, Y., NAIM, K., , , . & , ,. (2019). Secured Biometric Identification: Hybrid Fusion of Fingerprint and Finger Veins. International Journal of Information Technology and Computer Science(IJITCS) (2074-9007)/(2074-9015), 11, 30-39.  
  • 326, DENNAI, A., DENNAI, M. Y., , , . & BENSLIMANE, S. M. (2016). Relevant XML Documents, Approach Based on Vectors and weight calculation of Terms. International Journal of Information Technology and Computer Science (MECS Publisher) (2074-9007)/(2074-9015), 8, 16-25.  
  • 328, DENNAI, A., Mohammed, B. S., , , . & , ,. (2015). A New Measure of the Calculation of Semantic Distance between Ontology Concepts. International Journal of Information Technology and Computer Science (MECS Publisher) (2074-9007)/(2074-9015), 7, 48-56.  
  • 327, DENNAI, A., BENSLIMANE, S. M., , , . & , ,. (2015). Semantic Indexing of Web Documents Based on Domain Ontology. International Journal of Information Technology and Computer Science (MECS Publisher) (2074-9007)/(2074-9015), 7, 1-11.  

    • Publishing in category C

  • 313, Bechar, A., ELMIR, Y., Medjoudj, R., Himeur, Y. & Amira, A. (2024). Transfer Learning for Cancer Detection based on Images Analysis. Procedia Computer Science , 239, 1903-1910.  
  • 309, ELMIR, Y., Abdelaziz, A., , , . & HAIDAS, M. (2023). Design and Implementation of Embedded Biometric-Based Access Control System with Electronic Lock using Raspberry Pi. Jurnal Ilmiah Teknik Elektro Komputer dan Informatika (JITEKI) (2338-3070)/(2338-3062), 9, 429-443.  
  • 265, ELMIR, Y., Meriem, B., , , . & , ,. (2021). A Disease Identification System using Electronic Medical Records. Journal of Intelligent Computing (0976-9005)/(0976-9013), 12, 8-24.  
  • 329, BENKERZAZ, S., ELMIR, Y., , , . & DENNAI, A. (2019). A Study on Automatic Speech Recognition. Journal of Information Technology Review (DLINE Journals) (0976-3511)/(0976-2922), 10, 77-85.  

    • Books

    Edited handout of a course

  • 336, DENNAI, A. (2021). Cloud Computing Cloud Computing Concepts et Principes. UTM BECHAR.  
  • 337, DENNAI, A. (2017). 3- Ontologies, Semantic Web and Similarity Measurements. UTM BECHAR.  
  • 331, DENNAI, A. & Sidi Mohammed, . (2013). Building a Semantic Index from HTML Pages or XML Documents. The Society of Digital Information and Wireless Communications (SDIWC) indexed in Research Bible.  
  • 330, DENNAI, A. & Sidi Mohammed, . (2013). Toward an Update of a Similarity Measurement for a Better Calculation of the Semantic Distance between Ontology Concepts. The Society of Digital Information and Wireless Communications (SDIWC) indexed in Research Bible.  
  

Impact, visibility and academic attractiveness

    Communications at Scientific Conferences

    Continental Mobile Conference with proceedings in the WOS

  • Latest Developments of Connected Vehicles Pilot Projects: A Survey, The Fifth International Conference on Artificial Intelligence in Renewable Energetic Systems (IC-AIRES 2021), . 2021, https://link.springer.com/chapter/10.1007/978-3-030-92038-8_66, HIRECHE, S., DENNAI, A. & KADRI, B. , .  

    • Communication to an International Conference with act

  • Human-Machine Interaction based on Eye Command: Algorithm to detect the movement of the eyes and recognize the command, Forum Intervention of Artificial Intelligence and Its Applications, . 2022, http://dspace.univ-eloued.dz/handle/123456789/10803, BENKERZAZ, S., ELMIR, Y. & DENNAI, A. , .  
  • Intelligent Monitoring System for Solar Street Lights Based on Internet of Things, International Seminar on Mathematics and Computer Science (Online), . 2021, https://www.aneau.org/ajeau/Art/si/AJEAU_V5_SI_N2.pdf, DOUGANI, B. & DENNAI, A. , .  
  • IoT-Based Model for Smart Traffic Lights and Connected Vehicles, International Seminar on Mathematics and Computer Science (Online), . 2021, https://www.aneau.org/ajeau/Art/si/AJEAU_V5_SI_N2.pdf, DOUGANI, B. & DENNAI, A. , .  
  • IoT Cloud System for Street Lights Monitoring Based on Solar Energy Using ESP32, 2nd International Conference on Advanced Computing Applications, . 2021, https://link.springer.com/chapter/10.1007/978-981-16-5207-3_6, Bentabet, D., DENNAI, A. & Sonaskar, S. R. , .  
  • In-Depth MetaN- Search Engine, 9th International Conference on Software Engineering and New Technologies, . 2021, https://www.ijist.net/ICSENT2021/index.html, BELABED, M. & DENNAI, A. , .  
  • Cloud Service Brokerage: A Brief Review, 11th IEEE - ICISAT-International Conference on Information Systems and Advanced Technologies (Online), . 2021, https://www.ijist.net/ICIST2021/, Toufik, S. & DENNAI, A. , .  
  • A Review of Artificial Intelligence Techniques used for Urban Automatic Incident Detection Systems, 9th International Conference on Software and Computer Applications, . 2020, https://dl.acm.org/doi/proceedings/10.1145/3384544, HIRECHE, S. & DENNAI, A. , .  
  • Machine Learning Techniques for Road Traffic Automatic Incident Detection Systems: A Review, 3th International Conference in Artificial Intelligence in Renewable Energetic Systems, . 2019, https://link.springer.com/chapter/10.1007/978-3-030-37207-1_7, HIRECHE, S. & DENNAI, A. , .  
  • Docimological Study of the Contribution of Virtual Labs for Teaching Case: Simulation Experiments in Physics, International Conference on New Horizons in Education, . 2017, , DENNAI, A. , .  
  • Relevant Terms and XML Documents Relevant: Research and Extraction, International Science and Technology Conference, . 2016, , DENNAI, A. , .  
  • Classification of Semi-Structured Web Documents - Approach Based on Vectors and weight calculation of Terms, 2nd International Conference on Digital Information Processing, Data Mining and Wireless Communications, . 2015, , DENNAI, A. & Mohammed, B. S. , .  
  • Building a Semantic Index from HTML Pages or XML Documents, International Conference on Computing Technology and Information Management, . 2014, , DENNAI, A. & Mohammed, B. S. , .  
  • Toward an Update of a Similarity Measurement for a Better Calculation of the Semantic Distance between Ontology Concepts, 2nd International Conference on Informatics Engineering & Information Science ICIEIS’2013, . 2013, , DENNAI, A. & Mohammed, B. S. , .  
  • Extracting Information from HTML Pages or XML Documents Through Semantic Indexing Using a Domain Ontology, 2nd International Conference on Information Systems and Technologies, . 2012, , DENNAI, A. & Mohhamed, B. S. , .  
  • Information extraction from HTML pages or XML documents by a semantic indexing, using domain ontology, 3th International Conference on Multimedia Computing and Systems, . 2012, , DENNAI, A. & Mohammed, B. S. , .  
  • Towards an Update of the Wu and Palmer Measure for Improving the Semantic Distance Calculation, 1st International Conference on Information Systems and Technologies, . 2011, , DENNAI, A. & Sidi Mohammed,. , .  
  • New Version of a Similarity Measure for a Better Calculation of the Semantic Distance Between Concepts in an Ontology, 7th Symposium on Optimization and Information Systems, . 2011, , DENNAI, A. & Mohammed, B. S. , .  

    • Communication at an International Conference with Proceedings in the WOS

  • Evaluating Outputs Fusion Technique in Multimodal Human Activity Recognition: Impact of Modality Reduction on Performance Efficiency, 7th International Conference on Signal Processing and Information Security (ICSPIS), . 2024, https://ieeexplore.ieee.org/abstract/document/10812599, ELMIR, Y. , .  
  • Probabilistic Decision Tree Ensembles for Detecting Infectious Diseases using Routine Blood Tests, 2024 16th International Conference on Human System Interaction (HSI), . 2024, https://ieeexplore.ieee.org/abstract/document/10613555, ELMIR, Y. , .  
  • Harnessing transformers: A leap forward in lung cancer image detection, 2023 6th International Conference on Signal Processing and Information Security (ICSPIS), . 2023, https://ieeexplore.ieee.org/abstract/document/10344192, ELMIR, Y. , .  
  • Infectious Diseases Prediction Based On Machine Learning: The Impact Of Data Reduction Using Feature Extraction Techniques, International Conference on Healthcare Information Systems, . 2023, , ELMIR, Y. , .  
  • ECG classification using Deep CNN and Gramian Angular Field, IEEE BigDataService 2023, . 2023, , ELMIR, Y. , .  
  • OAIDS: An Ontology-Based Framework for Building an Intelligent Urban Road Traffic Automatic Incident Detection System, 2nd International Conference on Artificial Intelligence and Its Applications (AIAP 2021), . 2021, https://doi.org/10.1007/978-3-030-96311-8_36, HIRECHE, S., DENNAI, A. & KADRI, B. , .  
  • The Contribution of the Neural Network to the Improvement of Speech Recognition, International Conference on Information Systems and Advanced Technologies, . 2021, https://ieeexplore.ieee.org/abstract/document/9678470/, BENKERZAZ, S., ELMIR, Y. & DENNAI, A. , .  
  • An Experimental Performance Evaluation of OpenNebula and Eucalyptus Cloud Platform Solutions, International Conference on Artificial Intelligence in Renewable Energetic Systems, . 2021, https://link.springer.com/chapter/10.1007/978-3-030-92038-8_45, KHAIR, Y., DENNAI, A. & ELMIR, Y. , .  
  • A Survey on Cloud-Based Intelligent Transportation System, International Conference in Artificial Intelligence in Renewable Energetic Systems, . 2020, https://link.springer.com/chapter/10.1007/978-3-030-63846-7_53, KHAIR, Y., DENNAI, A. & ELMIR, Y. , .  

    • Communication to a National Conference with Proceedings

  • Evaluating the Effect of DSRC Antenna Type on The Basic Safety Message Packet Loss in VANET Simulation, 2nd National Conference on Telecommunications and its Applications, . 2022, , HIRECHE, S. & DENNAI, A. , .  
  • Integration of Simulations into Practical Work (Physical PW), 2nd National Conference on the Pedagogy and la Didactics on Physics, . 2007, , DENNAI, A. , .  

    • Periodic (official) seminars/Study days

  • Mashup-Based DaaS-Cloud, 2nd National Conference on Telecommunications and its Applications, . 2022, , BELABED, M. & DENNAI, A. , .  
  • Virtual Labs: Concepts and Tools, International Conference on New Horizons in Education, . 2018, , DENNAI, A. , .  
  • Computer-Assisted Teaching (CAT), Electronic Binder, National Study Days on Information and Communication Techniques, . 2006, , DENNAI, A. , .  

    • Jury member of DESM, doctorate or habilitation

  • , DOCTORAT, Modèles et mécanismes pour la surveillance des réseaux de capteur sans fil, , . 2021, , DENNAI, A., UTM BECHAR, P.  
  • , DOCTORAT, (MoDELs AND MECHANTSMS FOR THE DETECTTON OF TERRORIST ACTS, , . 2021, , DENNAI, A., UTM BECHAR, P.  
  • , DOCTORAT, Modèles et mécanismes pour la surveillance des réseaux de capteurs sans fil, , . 2021, , ELMIR, Y., Université Tahri Mohammed Béchar., I.  

    • National outside establishment

  • , DOCTORAT, Mashup des Données ‘’as a Service’’ (MDaaS) dans un Cloud Computing, , . 2023, , ELMIR, Y., Université Tahri Mohamed Bechar, R.  
  • , DOCTORAT, Gestion d’un trafic urbain à base d’un system intelligent, , . 2023, , ELMIR, Y., Université Tahri Mohamed Bechar, R.  
  • , DOCTORAT, Combinaison des techniques de compression et de datamining pour le Big data, , . 2023, , ELMIR, Y., Université Abderrahmane Mira de Béjaia, R.  

    • Project

    Sectoral Research Projects

  • 2015, 2017, , PNRIntegration of the ICT in the professional formation, , , , DENNAI, A. & BOUZAR, M. A.  

    • Specific Research Projects: Research Development

  • 2021, 2024, , Projet Socio-EconomiApplication des services web sémantiques dans le domaine des analyses médicales _ Solution Cloud _, , , , DENNAI, A., ELMIR, Y., HIRECHE, S., BENKERZAZ, S., SALMI, T. & SAIDI, A.  

    • Specific Research Projects: Training Research (thesis project, …)

  • (C00L07UN080120220002) 2022, 2023, , PRFUApplication des Services Web Sémantiques dans le Domaine de la Pharmacie au Profit d’Aide à la Décision (Solution Cloud), , , , DENNAI, A., BENALI, K., KHAIR, Y. & BELABED, M.  

    • President or member of the SC and/or the CO of a conference or a workshop

    International Hearing Conference with Proceedings

  • , www.ICSCA.org, SC, M, 10th International Conference on Software and Computer Applications, , . 2023, www.ICSCA.org, DENNAI, A..  
  • , www.ICSCA.org, SC, M, 10th International Conference on Software and Computer Applications, , . 2022, www.ICSCA.org, DENNAI, A..  
  • , www.ICSCA.org, SC, M, 10th International Conference on Software and Computer Applications, , . 2021, www.ICSCA.org, DENNAI, A..  
  • , http://www.icsca.org/, SC, M, 10th International Conference on Software and Computer Applications, , . 2021, http://www.icsca.org/, DENNAI, A..  
  • , , SC, M, 3rd International Conference in Artificial Intelligence in Renewable Energetic Systems, , . 2019, , DENNAI, A..  
  • , www.ICSCA.org, OC, M, 8th International Conference on Software and Computer Applications, , . 2019, www.ICSCA.org, DENNAI, A..  
  • , www.ICSCA.org, SC, M, 7th International Conference on Software and Computer Applications, , . 2018, www.ICSCA.org, DENNAI, A..  
  • , , SC, M, International Conference on Mathematics and Information Technology, , . 2017, , DENNAI, A..  

    • Science and/or Popularization Dissemination Conference

  • , , SC, C, 1st Doctoral Students Day-Computer Science 2018 (DSD-CS’2018), , . 2018, , DENNAI, A..  
  • , , OC, M, Journées Portes Ouvertes sur la Faculté des Sciences Exactes (JFSE 2017), , . 2017, , DENNAI, A..  

    • Directed and/or defended dissertations or theses

    Thesis of Doctorate / DESM (concerns the candidate member of the team and the thesis director)

  • , (8), Detection and Prediction of Diseases Based on the Medical Analyses Examination, , . 2022, , Amani, M. & DENNAI, A., , ESTIN BEJAIA.  
  • , Une Gestion Intelligente du Transport Public a la Demande à Base de Cloud, , . 2022, , KHAIR, Y., DENNAI, A. & ELMIR, Y., , Université Tahri Mohamed de Béchar.  
  • , (7), Semantic Web Services Application Based on Cloud Computing in the Biomedicine Field, , . 2018, , MOUSSAOUI, N. & DENNAI, A., , UTM BECHAR.  
  • , (4), IoT and Connected Objects based on Cloud Computing: Cloud of Things, , . 2018, , DOUGANI, B. & DENNAI, A., , UTM BECHAR.  
  • , (3), Mashup of Data as a Service (MDaaS) in Cloud Computing: Asthma Disease, , . 2018, , BELABED, M. & DENNAI, A., , UTM BECHAR.  
  • , (2), Intelligent Cloud-Based On-Demand Public Transport Management, , . 2018, , KHAIR, Y. & DENNAI, A., , UTM BECHAR.  
  • , (6), Human Machine Interaction Based on Computer Audio-Visual, , . 2017, , BENKERZAZ, S. & DENNAI, A., , UTM BECHAR.  
  • , (5), Information Systems Interoperability Based on Cloud Computing, , . 2017, , SALMI, T. & DENNAI, A., , UTM BECHAR.  
  • , (1), Urban Road Traffic Management Based on an Intelligent System, , . 2017, , HIRECHE, S. & DENNAI, A., , UTM BECHAR.  

    • Final graduation project dissertation [master, engineer, medical science] (subject taken in the laboratory)

  • , (10), An Intelligent System for Disease Detection Based on Machine Learning (Case: Diabetes), , . 2024, , ElAmine, A. M. & DENNAI, A., , UTM BECHAR.  
  • , (7), Un modèle d’identification d’un médicament à base d’ontologie, , . 2022, , Mohammed, B. & DENNAI, A., , UTM BECHAR.  
  • , (6), Conception et implémentation d’une ontologie de produits pharmaceutiques au profit d’aide à la décision (Solution Web), , . 2021, , Fatna, L. & DENNAI, A., , .  
  • , (5), Gestion électronique intelligente de la santé du citoyen : Application des services web sémantique, , . 2021, , Saida, Z. & DENNAI, A., , .  
  • , Réalisation d’un Système Biométrique Embarqué basé sur le Réseau GSM, , . 2021, , Abdeldjalil, A., ELMIR, Y. & HAIDAS, M., , Université Tahri Mohamed de Béchar.  
  • , Realization of a Road Traffic Prediction System, , . 2021, , Hassen, E. & ELMIR, Y., , Université Tahri Mohamed de Béchar.  
  • , Accès Restreint Basé sur identification Biométrique. Etude de Cas : Laboratoire des Réseaux Intelligents & Energies Renouvelables, , . 2020, , Toufik, N., Mohammed, B. & ELMIR, Y., , Université Tahri Mohamed de Béchar.  
  • , Réalisation d’un système d’identification des maladies à partir des dossiers médicaux électroniques, , . 2020, , Merien, B. & ELMIR, Y., , Université Tahri Mohamed de Béchar.  
  • , (4), Utilisation des Requêtes à Base CP-Nets pour un Système de Recherche d’Informations, , . 2018, , Houda, K. & DENNAI, A., , UTM BECHAR.  
  • , (3), Utilisation des Requêtes à Base CP-Nets pour un Système de Recherche d’Informations, , . 2018, , Lakhdar, B. & DENNAI, A., , .  
  • , (2), Simulation d’une Maison Intelligente (Télé Commande et/ou Application Web), , . 2017, , Ismail, Z. A. & DENNAI, A., , UTM BECHAR.  
  • , (1), Simulation d’une Maison Intelligente (Télé Commande et/ou Application Web), , . 2017, , Boubeckeur, K. & DENNAI, A., , UTM BECHAR.  
  

Suitability and interactions with the economic, cultural and social environment

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