Autors: Terzieva V., Ivanova, T. I., Ivanova, M. S., Ilchev S., Djambazova E., Petrov I. Title: Intelligent Educational Environments: Recent Trends, Modeling, and Applications Keywords: conceptual model, intelligent education, intelligent educational environment, Internet of Things, personalized teaching and learningAbstract: This paper aims to summarize recent trends in the field of intelligent education and build on the research findings to propose a conceptual model of an intelligent educational environment (IEE) along with possible applications. A bibliometric analysis explores the recent trends to obtain insights into the current research directions. The concept of an IEE is introduced and correlated to other popular concepts in the educational field. Relevant user requirements for the IEE are defined and discussed. They serve as the basis for creating the conceptual model as a UML class diagram. The proposed model gives an overall picture of the relationships among the essential elements of the IEE and provides insights into its future development. Two possible applications are outlined: personalized teaching and learning and the assessment process. Any particular application of the model to build an IEE must consider all specific user requirements and add relevant details. The proposed conceptual model can be used to enhance the teaching–learning process and improve learners’ performance. References - Uskov V.L. Bakken J.P. Pandey A. The ontology of next generation smart classrooms Smart Education and Smart e-Learning. Smart Innovation, Systems and Technologies Uskov V.L. Howlett R. Jain L. Springer Cham, Switzerland 2015 Volume 41 3 14 10.1007/978-3-319-19875-0_1
- Aguilar J. Sánchez M. Cordero J. Valdiviezo-Díaz P. Barba-Guamán L. Chamba-Eras L. Learning analytics tasks as services in smart classrooms Univers. Access Inf. Soc. 2017 17 693 709 10.1007/s10209-017-0525-0
- Ghavifekr S. Rosdy W.A.W. Teaching and learning with technology: Effectiveness of ICT integration in schools Int. J. Res. Educ. Sci. (IJRES) 2015 1 175 191 Available online: https://www.ijres.net/index.php/ijres/article/view/79 (accessed on 20 February 2025)
- Pingxiao W. Research on the English teaching and autonomous learning based on multimedia platform and smart classroom system Int. J. Multim. Ubiq. Eng. 2017 12 351 362 10.14257/ijmue.2017.12.1.30
- Temkar R. Gupte M. Kalgaonkar S. Internet of Things for smart classrooms Int. Res. J. Eng. Technol. 2016 3 203 207
- Ashwin M. Kumar E.S. Naidu R.C.A. Ramamoorthy R. IoT based Innovative Teaching Learning Using Smart Class Rooms Proceedings of the International Conference on Sustainable Computing and Data Communication Systems (ICSCDS) Erode, India 23–25 March 2023 1143 1148 10.1109/ICSCDS56580.2023.10104589
- Huang L.-S. Su J.-Y. Pao T.-L. A context aware smart classroom architecture for smart campuses Appl. Sci. 2019 9 1837 10.3390/app9091837
- Iqbal H. Parra-Saldivar R. Zavala-Yoe R. Ramirez-Mendoza R. Smart educational tools and learning management systems: Supportive framework Int. J. Interact. Des. Manuf. (IJIDeM) 2020 14 1179 1193 10.1007/s12008-020-00695-4
- Zhu Z.T. Yu M.H. Riezebos P. A research framework of smart education Smart Learn. Environ. 2016 3 4 10.1186/s40561-016-0026-2
- Terzieva V. Todorova K. Ivanova T. Conceptual Model of Intelligent Educational System and the Need of Big Data Analytics Proceedings of the International Conference Big Data, Knowledge and Control Systems Engineering (BdKCSE) Sofia, Bulgaria 28–29 October 2021 1 8 10.1109/BdKCSE53180.2021.9627252
- Liu Y. Xie Z. Chen J. An Intelligent Learning System for Supporting Interactive Learning Through Student Engagement Study Proceedings of the 12th International Conference on Natural Computation, Fuzzy Systems and Knowledge Discovery (ICNC-FSKD) Changsha, China 13–15 August 2016 618 623 10.1109/FSKD.2016.7603245
- Terzieva T. Arnaudova V. Rahnev A. Ivanova V. Technologies and tools for creating adaptive e-learning content Math. Inform. 2020 63 382 390
- Peng H. Ma S. Spector J.M. Personalized adaptive learning: An emerging pedagogical approach enabled by a smart learning environment Smart Learn. Environ. 2019 6 9 10.1186/s40561-019-0089-y
- Okoye K. A Systematic review of process modelling methods and its application for personalised adaptive learning systems J. Int. Techn. Inf. Manag. 2019 27 23 46 10.58729/1941-6679.1379
- Sarwar S. Qayyum Z.U. García-Castro R. Safyan M. Munir R.F. Ontology based e-learning framework: A personalized, adaptive and context aware model Multimed. Tools Appl. 2019 78 34745 34771 10.1007/s11042-019-08125-8
- Bradáč V. Kostolányová K. Intelligent tutoring systems E-Learning, E-Education, and Online Training Vincenti G. Bucciero A. Helfert M. Glowatz M. LNICS, Social Informatics and Telecommunications Engineering Springer Cham, Switzerland 2017 Volume 180 71 78 10.1007/978-3-319-49625-2_9
- Radosavljevic V. Radosavljevic S. Jelic G. Ambient intelligence-based smart classroom model Interact. Learn. Environ. 2022 30 307 321 10.1080/10494820.2019.1652836
- Hoel T. Mason J. Standards for smart education—Towards a development framework Smart Learn. Environ. 2018 5 3 10.1186/s40561-018-0052-3
- Hwang G.J. Definition, framework and research issues of smart learning environments—A context-aware ubiquitous learning perspective Smart Learn. Environ. 2014 1 4 10.1186/s40561-014-0004-5
- Kinshuk Chen N.-S. Cheng I.-L. Chew S.W. Evolution is not enough: Revolutionizing current learning environments to smart learning environments Int. J. Artif. Intell. Educ. 2016 26 561 581 10.1007/s40593-016-0108-x
- Terzieva V. Ilchev S. Todorova K. The role of Internet of Things in smart education IFAC-PapersOnLine 2022 55 108 113 10.1016/j.ifacol.2022.08.057
- Reidenberg J.R. The transparent citizen Loyola Univ. Chic. Law J. 2015 47 Fordham Law Legal Studies Research Paper No. 2674313 Available online: https://heinonline.org/HOL/LandingPage?handle=hein.journals/luclj47&div=14&id=&page= (accessed on 20 February 2025)
- Joy J. Raj N.S. An ontology model for content recommendation in personalized learning environment Proceedings of the Second International Conference on Data Science, E-learning and Information Systems Dubai, United Arab Emirates 2–5 December 2019 1 6 10.1145/3368691.3368700
- Menolli A.L.A. Reinehr S. Malucelli A. Ontology for Organizational Learning Objects Based on LOM Standard Proceedings of the 2012 XXXVIII Conferencia Latinoamericana En Informatica (CLEI) Medellin, Colombia 1–5 October 2012 1 10 10.1109/CLEI.2012.6427194
- Paquette G. Marino O. Bejaoui R. A new competency ontology for learning environments personalization Smart Learn. Environ. 2021 8 16 10.1186/s40561-021-00160-z
- Rahayu N.W. Ferdiana R. Kusumawardani S.S. A systematic review of ontology use in E-Learning recommender system Comput. Educ. Artif. Intell. 2022 3 100047 10.1016/j.caeai.2022.100047
- Pleskach V. Tkachenko K. Tkachenko O. Tkachenko O. Using Ontologies and Knowledge Graphs to Individualize in E-Learning System Proceedings of the Information Technology and Implementation Workshops 2023 Kyiv, Ukraine 20–21 November 2023 106 115 Available online: https://ceur-ws.org/Vol-3646/Paper_11.pdf (accessed on 20 February 2025)
- Zhang X. Cao Z. A framework of an intelligent education system for higher education based on deep learning Int. J. Emerg. Technol. Learn. (iJET) 2021 16 233 248 10.3991/ijet.v16i07.22123
- Zhang Y. Machine learning-based personalized learning path decision-making method on intelligent education platforms Int. J. Interact. Mob. Technol. (iJIM) 2024 18 68 82 10.3991/ijim.v18i16.51009
- Zhu J. Liao Y. Lu D. Design and Optimization of Personalized Education System Based on Intelligent Algorithms Procedia Comput. Sci. 2024 243 514 522 10.1016/j.procs.2024.09.063
- Li S. Yang B. Personalized education resource recommendation method based on deep learning in intelligent educational robot environments Int. J. Inf. Technol. Syst. Approach (IJITSA) 2023 16 1 15 10.4018/IJITSA.321133
- Xiang C.Z. Fu N.X. Gadekallu T.R. Design of resource matching model of intelligent education system based on machine learning EAI Endorsed Trans. Scalable Inf. Syst. 2022 9 e1 10.4108/eai.10-2-2022.173381
- Huang D. Artificial intelligence driving innovation in higher education management and student training mechanisms Appl. Math. Nonlinear Sci. 2024 9 1 12 10.2478/amns-2024-0835
- Chen Y. Research on data mining of intelligent education evaluation from the perspective of the knowledge graph Proceedings of the 4th International Symposium on Big Data and Applied Statistics (ISBDAS 2021) Dali, China 21–23 May 2021 10.1088/1742-6596/1955/1/012005
- Wei W. Jin Y. A novel Internet of Things-supported intelligent education management system implemented via collaboration of knowledge and data Math. Biosci. Eng. 2023 20 13457 13473 10.3934/mbe.2023600 37501496
- Ye W. Li M. Application of IoT Android voice assistant based on sensor networks in higher education network mode Meas. Sens. 2024 33 101091 10.1016/j.measen.2024.101091
- Pense C. Tektaş M. Kanj H. Ali N. The use of virtual reality technology in intelligent transportation systems education Sustainability 2023 15 300 10.3390/su15010300
- Fütterer T. Fischer C. Alekseeva A. Chen X. Tate T. Warschauer M. Gerjets P. ChatGPT in education: Global reactions to AI innovations Sci. Rep. 2023 13 15310 10.1038/s41598-023-42227-6
- Lin C.C. Huang A.Y. Lu O.H. Artificial intelligence in intelligent tutoring systems toward sustainable education: A systematic review Smart Learn. Environ. 2023 10 41 10.1186/s40561-023-00260-y
- Sychev O. Educational models for cognition: Methodology of modeling intellectual skills for intelligent tutoring systems Cogn. Syst. Res. 2024 87 101261 10.1016/j.cogsys.2024.101261
- Fernández-Herrero J. Evaluating recent advances in affective intelligent tutoring systems: A scoping review of educational impacts and future prospects Educ. Sci. 2024 14 839 10.3390/educsci14080839
- Yilmaz R. Yurdugül H. Yilmaz F.G.K. Şahïn M. Sulak S. Aydin F. Ömer O.R.A.L. Smart MOOC integrated with intelligent tutoring: A system architecture and framework model proposal Comput. Educ. Artif. Intell. 2022 3 100092 10.1016/j.caeai.2022.100092
- Dutt S. Ahuja N.J. Kumar M. An intelligent tutoring system architecture based on fuzzy neural network (FNN) for special education of learning disabled learners Educ. Inf. Technol. 2022 27 2613 2633 10.1007/s10639-021-10713-x
- Ferilli S. Redavid D. Di Pierro D. An ontology-driven architecture for intelligent tutoring systems with an application to learning object recommendation Int. J. Comput. Inf. Syst. Ind. Manag. Appl. 2022 14 297 312 Available online: https://cspub-ijcisim.org/index.php/ijcisim/article/view/582 (accessed on 20 February 2025)
- Arnau D. Arevalillo-Herráez M. Puig L. González-Calero J.A. Fundamentals of the design and the operation of an intelligent tutoring system for the learning of the arithmetical and algebraic way of solving word problems Comput. Educ. 2013 63 119 130 10.1016/j.compedu.2012.11.020
- Arnau-González P. Serrano-Mamolar A. Katsigiannis S. Althobaiti T. Arevalillo-Herráez M. Towards automatic tutoring of Math Word Problems in Intelligent Tutoring Systems IEEE Access 2023 11 67030 67039 10.1109/ACCESS.2023.3290478
- Terzieva V. Ilchev S. Todorova K. Andreev R. Towards a design of an intelligent educational system IFAC-PapersOnLine 2021 54 363 368 10.1016/j.ifacol.2021.10.474
- Avižienis A. Laprie J.C. Randell B. Landwehr C. Basic concepts and taxonomy of dependable and secure computing IEEE Trans. Dependable Secur. Comput. 2004 1 11 33 10.1109/TDSC.2004.2
- Laprie J.C. Dependability—Its attributes, impairments and means Predictably Dependable Computing Systems Randell B. Laprie J.C. Kopetz H. Littlewood B. ESPRIT Basic Research Series Springer Berlin/Heidelberg, Germany 1995
- Dubrova E. Fault-Tolerant Design Springer Science+Business Media New York, NY, USA 2013
- Rhodes-Ousley M. Information Security: The Complete Reference 2nd ed. McGraw-Hill New York, NY, USA 2013
- EU General Data Protection Regulation Available online: https://gdpr.eu (accessed on 20 February 2025)
- Directive on Measures for a High Common Level of Cybersecurity Across the Union (NIS2 Directive) Available online: https://eur-lex.europa.eu/legal-content/EN/TXT/?uri=CELEX:32022L2555 (accessed on 20 February 2025)
- Djambazova E. Terzieva V. Ilchev S. Gaidarski I. Aspects of Dependability and Security in Integrated Intelligent Educational Environments Proceedings of the 12th IEEE International Conference on Intelligent Systems—IS’24 Varna, Bulgaria 29–31 August 2024 1 6 10.1109/IS61756.2024.10705223
- Su Y. Cheng Z. Wu J. Dong Y. Huang Z. Wu L. Xie F. Graph-based cognitive diagnosis for intelligent tutoring systems Knowl.-Based Syst. 2022 253 109547 10.1016/j.knosys.2022.109547
- Soto-Forero D. Ackermann S. Betbeder M.L. Henriet J. The Intelligent Tutoring System AI-VT with Case-Based Reasoning and Real Time Recommender Models Proceedings of the International Conference on Case-Based Reasoning Research and Development Merida, Mexico 1–4 July 2024 Springer Nature Cham, Switzerland 2024 191 205 10.1007/978-3-031-63646-2_13
- Freedman R. Zhou Y. Glass M. Kim J.H. Evens M.W. Using Rule Induction to Assist in Rule Construction for a Natural-Language Based Intelligent Tutoring System Proceedings of the Twentieth Annual Conference of the Cognitive Science Society Madison, WI, USA 1–4 August 1998 Available online: http://cs.iit.edu/~circsim/documents/rfcog98.pdf (accessed on 20 February 2025)
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| Applied Sciences (Switzerland), vol. 15, pp. 1-26, 2025, Switzerland, https://doi.org/10.3390/app15073800 |
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