Review Gold Open Access 2024

AI-Driven Learning Management Systems: Modern Developments, Challenges and Future Trends during the Age of ChatGPT

Computers, Materials and Continua
Journal · Vol. 80 · Issue 2 · pp. 3289-3314
Abstract

COVID-19 pandemic restrictions limited all social activities to curtail the spread of the virus. The foremost and most prime sector among those affected were schools, colleges, and universities. The education system of entire nations had shifted to online education during this time. Many shortcomings of Learning Management Systems (LMSs) were detected to support education in an online mode that spawned the research in Artificial Intelligence (AI) based tools that are being developed by the research community to improve the effectiveness of LMSs. This paper presents a detailed survey of the different enhancements to LMSs, which are led by key advances in the area of AI to enhance the real-time and non-real-time user experience. The AI-based enhancements proposed to the LMSs start from the Application layer and Presentation layer in the form of flipped classroom models for the efficient learning environment and appropriately designed UI/UX for efficient utilization of LMS utilities and resources, including AI-based chatbots. Session layer enhancements are also required, such as AI-based online proctoring and user authentication using Biometrics. These extend to the Transport layer to support real-time and rate adaptive encrypted video transmission for user security/privacy and satisfactory working of AI-algorithms. It also needs the support of the Networking layer for IP-based geolocation features, the Virtual Private Network (VPN) feature, and the support of Software-Defined Networks (SDN) for optimum Quality of Service (QoS). Finally, in addition to these, non-real-time user experience is enhanced by other AI-based enhancements such as Plagiarism detection algorithms and Data Analytics. © 2024 Tech Science Press. All rights reserved.

Keywords

Author Keywords

ChatGPT artificial intelligence (AI) Natural language processing internet of things (IoT) Online education chatbots Learning Management Systems convolutional neural networks

Index Keywords

artificial intelligence Network security Chatbots convolutional neural network ChatGPT Language processing Natural language processing Natural languages Quality of service Learning management system On-line education Convolutional neural networks Internet of thing Application Layer Network layers
Author Affiliations
Department of Computer Science, Iqra University, Karachi, Pakistan
College of Computer and Information Sciences, Prince Sultan University, Riyadh, Riyad, Saudi Arabia
Department of Electrical Engineering, Islamic University of Madinah, Medina, Al Madinah al Munawwarah, Saudi Arabia
Department of Mechanical Engineering, Islamic University of Madinah, Medina, Al Madinah al Munawwarah, Saudi Arabia
Faculty of Computing, Riphah International University, Islamabad, Pakistan, Multimedia University, Cyberjaya, Selangor, Malaysia, Faculty of Engineering and Information Technology, University of Technology Sydney, Sydney, NSW, Australia
Multimedia University, Cyberjaya, Selangor, Malaysia
Funding & Acknowledgements
No funding information
References 10 References
1 Hussain, Wajid, ABET Accreditation during and after COVID19 - Navigating the Digital Age, IEEE Access, 8, pp. 218997-219046, (2020)
2 How to Proctor Exams on an Lms, (2022)
3 Hussain, Wajid, Impact Evaluations of Engineering Programs Using Abet Student Outcomes, IEEE Access, 9, pp. 46166-46190, (2021)
4 Chua, Samuel S., Online Examination System with Cheating Prevention Using Question Bank Randomization and Tab Locking, Proceedings of 2019 4th International Conference on Information Technology: Encompassing Intelligent Technology and Innovation Towards the New Era of Human Life, InCIT 2019, pp. 126-131, (2019)
5 Chakraborty, Pinaki, Opinion of students on online education during the COVID-19 pandemic, Human Behavior and Emerging Technologies, 3, 3, pp. 357-365, (2021)
6 Microsoft Teams
7 Zoom
8 Pearson Vue
9 Autoproctor
10 Proctoru
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