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research-article

Towards Smart Education through Internet of Things: A Survey

Published: 14 September 2023 Publication History

Abstract

IoT is a fundamental enabling technology for creating smart spaces, which can assist the effective face-to-face and online education systems. The transition to smart education (integrating IoT and AI into the education system) is appealing, which has a concrete impact on learners’ engagement, motivation, attendance, and deep learning. Traditional education faces many challenges, including administration, pedagogy, assessment, and classroom supervision. Recent developments in ICT (e.g., IoT, AI, and 5G) have yielded lots of smart solutions for various aspects of life; however, smart solutions are not well integrated into the education system. In particular, the COVID-19 pandemic situation had further emphasized the adoption of new smart solutions in education. This study reviews the related studies and addresses the (i) problems in the traditional education system with possible solutions, (ii) the transition towards smart education, and (iii) research challenges in the transition to smart education (i.e., computational and social resistance). Considering these studies, smart solutions (e.g., smart pedagogy, smart assessment, smart classroom, smart administration) are introduced to the problems of the traditional system. This exploratory study opens new trends for scholars and the market to integrate ICT, IoT, and AI into smart education.

References

[1]
Johnson Aaron, Blackburn Max, Su Magel, and Finelli Cynthia. 2019. How a flexible classroom affords active learning in electrical engineering. IEEE Trans. Educ. 62, 2 (2019), 91–98. DOI:
[2]
Abdul Halim Abdullah, Hon Mun Soh, Mahani Mokhtar, Mohd Hilmi Hamzah, Zakiah Mohamad Ashari, Dayana Farzeeha Ali, Norazrena Abu Samah, Nurul Farhana Jumaat, Nor Hasniza Ibrahim, Johari Surif, and Sharifah Nurarfah S. Abd Rahman. 2021. Does the use of smart board increase students’ higher order thinking skills (HOTS)? IEEE Access 9 (2021), 1833–1854.
[3]
Badshah Afzal, Ghani Anwar, Naqvi Husnain, Irshad Azeem, and Kumari Saru. 2021. Smart workload migration on external Cloud Service Providers (CSPs) to minimize delay, running time and transfer cost. Int. J. Commun. Syst. 34, 3 (2021), e4686.
[4]
Badshah Afzal, Ghani Anwar, Qureshi Muhammad Ahsan, and Shamshirband Shahaboddin. 2019. Smart Security Framework (SSF) for educational institutions using internet of things (IoT). Comput., Mater. Contin. 61, 1 (2019), 81–101.
[5]
Badshah Afzal, Ghani Anwar, Shamshirband Shahaboddin, and Chronopoulos Anthony. 2019. Optimizing IaaS provider revenue through customer satisfaction and efficient resource provisioning in cloud computing. IET Commun. 13, 9 (2019), 2913–2922. DOI:
[6]
S. Bashar Akad. 2019. An economic analysis of cost functions and technical and marketing efficiencies of maize farms in IRAQ. Plant Arch. 19, 2 (2019), 3267–3272.
[7]
B. Alotaibi and H. Almagwashi. 2018. A review of BYOD security challenges, solutions and policy best practices. In 1st International Conference on Computer Applications Information Security (ICCAIS’18). IEEE, 1–6.
[8]
S. J. Alotaibi. 2015. Attendance system based on the Internet of Things for supporting blended learning. In World Congress on Internet Security (WorldCIS’15). IEEE, 78–78.
[9]
K. L. Ang and J. K. P. Seng. 2019. Application specific internet of things (ASIoTs): Taxonomy, applications, use case and future directions. IEEE Access 7 (2019), 56577–56590.
[10]
G. Antoniou, U. Parampalli, and L. Batten. 2007. Monitoring employees’ emails without violating their privacy right. In 8th International Conference on Parallel and Distributed Computing, Applications and Technologies (PDCAT’07). IEEE Computer Society, 46–50.
[11]
Ghani Anwar, Mansoor Khwaja, Mehmood Shahid, Chaudhry Shehzad Ashraf, Rahman Arif Ur, and Najmus Saqib Malik. 2019. Security and key management in IoT based wireless sensor networks: An authentication protocol using symmetric key. Int. J. Commun. Syst. 32, 16 (2019), 1–18.
[12]
Arvind Singh, Sean Rocke, Akash Pooransingh, and Craig Ramlal. 2019. Improving student engagement in teaching electric machines through blended learning. IEEE Trans. Educ. 62, 4 (2019), 297–304. DOI:
[13]
A. Atabekov, J. He, and P. O. Bobbie. 2016. Internet of things-based framework to facilitate indoor localization education. In IEEE 40th Annual Computer Software and Applications Conference (COMPSAC’16), Vol. 2. IEEE, 269–274.
[14]
Afzal Badshah, Anwar Ghani, Ali Daud, Anthony Theodore Chronopoulos, and Ateeqa Jalal. 2020. Revenue maximization approaches in IaaS clouds: Research challenges and opportunities. arXiv preprint arXiv:2004.11707 0, 0 (2020).
[15]
Dr. Saskia Bayerl. 2020. Why Do We Resist Technology in the Workplace? Forbes Magazine. Retrieved from https://www.forbes.com/sites/rsmdiscovery/2017/02/24/why-do-we-resist-technology-in-the-workplace/5f9f0f0e6f9f
[16]
Boulay Du Benedict. 2016. Artificial intelligence as an effective classroom assistant. IEEE Intell. Syst. 31, 6 (2016), 76–81.
[17]
Benjamin S. Bloom. 1956. The Taxonomy of Educational Objectives; The Classification of Educational Goals. Mans, Green and Col Ltd.
[18]
L. Benotti, M. C. Martnez, and F. Schapachnik. 2018. A tool for introducing computer science with automatic formative assessment. IEEE Trans. Learn. Technol. 11, 2 (2018), 179–192.
[19]
Sharma Bibhya Nand, Nand Ravneil, Naseem Mohammed, Reddy Emmenual, and Narayan Swasti Shubha. 2018. Smart learning in the Pacific: Design of new pedagogical tools. In IEEE International Conference on Teaching, Assessment, and Learning for Engineering (TALE’18). IEEE. DOI:
[20]
M. Bilal and S. Kang. 2014. Time aware Least Recent Used (TLRU) cache management policy in ICN. In 16th International Conference on Advanced Communication Technology. IEEE, 528–532. DOI:
[21]
Muhammad Bilal and Shin-Gak Kang. 2017. An authentication protocol for future sensor networks. Sensors 17, 5 (2017), 979. DOI:
[22]
Andrew Busby. 2020. Why the Time Is Now for the Forgotten Technology of Retail: RFID, Forbes Magazine. https://www.forbes.com/sites/andrewbusby/2018/11/12/why-the-time-is-now-for-the-forgotten-technology-of-retail/35695fb73670
[23]
M. Caţă. 2015. Smart university, a new concept in the Internet of Things. In 14th RoEduNet International Conference - Networking in Education and Research (RoEduNet NER’15). IEEE, 195–197.
[24]
L. Cen, D. Ruta, L. M. M. S. Al Qassem, and J. Ng. 2020. Augmented immersive reality (air) for improved learning performance: A quantitative evaluation. IEEE Trans. Learn. Technol. 13, 2 (2020), 283–296.
[25]
Roughton Chandra, Martin Florence, Warren Jennifer, and Gritmon Courtney. 2011. Challenges in synchronous virtual classrooms adoption by faculty. Int. J. Instruct. Technol. Dist. Learn. 8, 2 (2011), 45–54.
[26]
Maiga Chang. 2018. Challenges and Solutions in Smart Learning. Springer.
[27]
B. Chatterjee, D. Dey, and S. Chakravorti. 2010. Implementation of an integrated, portable transformer condition monitoring instrument in the classroom and on-site. IEEE Trans. Educ. 53, 3 (2010), 484–489.
[28]
Nian-Shing Chen, I-Ling Cheng, and Sie Wai Chew. 2016. Evolution is not enough: Revolutionizing current learning environments to smart learning environments. Int. J. Artif. Intell. Educ. 26, 2 (2016), 561–581.
[29]
S. Chen, H. Xu, D. Liu, B. Hu, and H. Wang. 2014. A vision of IoT: Applications, challenges, and opportunities with China perspective. IEEE Internet Things J. 1, 4 (2014), 349–359.
[30]
S. Chun. 2018. Birth and Major Strategies of Smart Education Initiative in South Korea and Its Challenges. Springer.
[31]
G. Cornetta, A. Touhafi, M. A. Togou, and G. Muntean. 2020. Fabrication-as-a-service: A web-based solution for STEM education using internet of things. IEEE Internet Things J. 7, 2 (2020), 1519–1530.
[32]
Michelle Croft and Raeal Moore. 2016. Rural students: Technology, coursework, and extracurricular activities. insights in education and work. International Journal of Artificial Intelligence in Education 26 (2016), 561–581.
[33]
D. Mourtzisa, E. Vlachoua, G. Dimitrakopoulosa, and V. Zogopoulosa. 2018. Cyber-physical systems and Education 4.0—The Teaching Factory 4.0 concept. In 8th CIRP Sponsored Conference on Learning Factories: Advanced Engineering Education & Training for Manufacturing Innovation (CLF’18), Vol. 23. Science Direct, 129–134.
[34]
D. Ortega-Sánchez and I. M. Gómez-Trigueros.2020. MOOCs and NOOCs in the training of future geography and history teachers: A comparative cross-sectional study based on the TPACK model. IEEE Access 8 (2020), 4035–4042.
[35]
Danguole Rutkauskiene, GretaVolodzkaite, Daniella Tasic Hansen, Madeleine Murray, and Ramunas Kubiliunas. 2020. Relevancy of the MOOC about teaching methods in multilingual classroom. In Smart Innovation, Systems and Technologies, Vol. 188. Springer, 81–90.
[36]
Ali Daud, Min Song, Malik Khizar Hayat, Tehmina Amjad, Rabeeh Ayaz Abbasi, Hassan Dawood, and Anwar Ghani. 2020. Finding rising stars in bibliometric networks. Scientometrics 124, 1 (2020), 633–661.
[37]
Kadir Alpaslan Demir. 2021. Smart education framework. Smart Learn. Environ. 8, 1 (2021), 1–36.
[38]
Rico-Bautista Dewar. 2019. Smart university: A review from the educational and technological view of internet of things. In International Conference on Information Technology & Systems. Springer. DOI:
[39]
Z. Y. Dong, Y. Zhang, C. Yip, S. Swift, and K. Beswick. 2020. Smart campus: Definition, framework, technologies, and services. IET Smart Cities 2, 1 (2020), 43–54.
[40]
Devi Ramlow Dosheela and Kumar Pattanayak Binod. 2019. Exploring the internet of things (IoT) in education: A review. Inf. Syst. Des. Intell. Applic. 863 (2019), 245–255. DOI:
[41]
Lachit Dutta and Swapna Bharali. 2021. TinyML meets IoT: A comprehensive survey. Internet Things 16 (2021), 100461.
[42]
BBC Editorial. 2019. Google’s Loon brings internet-by-balloon to Kenya. Retrieved from https://www.bbc.com/news/technology-44886803
[43]
F. El Jamiy and R. Marsh. 2019. Survey on depth perception in head mounted displays: Distance estimation in virtual reality, augmented reality, and mixed reality. IET Image Process. 13, 5 (2019), 707–712.
[44]
Alturki Eman Mohammed, Hashim Sulaiman, and Nordin Mohamad Sahari. 2020. Teachers acceptance of the use of smartboard in Riyadh region, Saudi Arabia. J. Interdisc. Stud. Educ. 9, 2 (2020), 15–17.
[45]
L. Farhan, S. T. Shukur, A. E. Alissa, M. Alrweg, U. Raza, and R. Kharel. 2017. A survey on the challenges and opportunities of the Internet of Things (IoT). In 11th International Conference on Sensing Technology (ICST’17). IEEE, 1–5.
[46]
G. Gay. 2009. Context-aware Mobile Computing: Affordances of Space, Social Awareness, and Social Influence. Morgan & Claypool Publishers, 1–62.
[47]
Anwar Ghani, Afzal Badshah, Saeedullah Jan, Abdulrahman A. Alshdadi, and Ali Daud. 2020. Issues and challenges in cloud storage architecture: A survey. Researchped. J. Comput. 1, 1 (2020), 50–65.
[48]
Jasmine Beulah Gnanadurai, S. Thirumurugan, and V. Vinothina. 2022. Exploring immersive technology in education for smart cities. In Immersive Technology in Smart Cities. Springer, 1–25.
[49]
S. Govaerts, A. Holzer, B. Kocher, A. Vozniuk, B. Garbinato, and D. Gillet. 2018. Blending digital and face-to-face interaction using a co-located social media app in class. IEEE Trans. Learn. Technol. 11, 4 (2018), 478–492.
[50]
Mason Gregory, Shuman Teodora Rutar, and Cook Kathleen. 2013. Comparing the effectiveness of an inverted classroom to a traditional classroom in an upper-division engineering course. IEEE Trans. Educ. 56, 4 (2013), 430–435. DOI:
[51]
Hina Gull, Dalal Aljohar, Reem Alutaibi, Dalia Alqahtani, Muna Alarfaj, and Rahaf Alqahtani. 2021. Smart school bus tracking: Requirements and design of an IoT based school bus tracking system. In 5th International Conference on Trends in Electronics and Informatics (ICOEI’21). IEEE, 388–394.
[52]
Cindy L. Gunn and John Raven. 2017. Smart education: Introducing active learning engineering classrooms in the Middle East. In 4th HCT Information Technology Trends Conference (ITT’17). IEEE, 1–4. DOI:
[53]
Aman Gupta, Sirjan Kafle, Di Wen, Dylan Wang, Sumit Srivastava, Suhit Sinha, Nikita Gupta, Bharat Jain, Ananth Sankar, and Liang Zhang. 2020. Image and video understanding for recommendation and spam detection systems. In 26th ACM SIGKDD International Conference on Knowledge Discovery & Data Mining. ACM, 3577–3578.
[54]
Hwang Gwo-Jen, Chu Hui-Chun, Yin Chengjiu, and Ogata Hiroaki. 2015. Transforming the educational settings: Innovative designs and applications of learning technologies and learning environments. Smart Learn. Environ. 23, 2 (2015), 127–129. DOI:
[55]
J. Hongyan and R. Jianfeng. 2012. A brief analysis on the seminar of professional construction for modern preschool educational technology. In 2nd International Conference on Consumer Electronics, Communications and Networks (CECNet’12). IEEE, 2262–2264.
[56]
Tang Lin Hsien, Huang Chiu Chi, and Yuan Shyan-Ming. 2006. A web-based learning management system with smart portfolio functionality. WSEAS Trans. Inf. Sci. Applic. 8, 3 (2006), 1508–1514.
[57]
Miao Hu, Xianzhuo Luo, Jiawen Chen, Young Choon Lee, Yipeng Zhou, and Di Wu. 2021. Virtual reality: A survey of enabling technologies and its applications in IoT. Journal of Network and Computer Applications 178 (2021), 102970.
[58]
S. Hussain and Chaudhry Shehzad Ashraf. 2019. Biometrics-based privacy-preserving user authentication scheme for cloud-based industrial internet of things deployment. IEEE Internet Things J. 6, 6 (2019), 10936–10940.
[59]
H. H. Ip, C. Li, S. Leoni, Y. Chen, K. Ma, C. H. Wong, and Q. Li. 2019. Design and evaluate immersive learning experience for Massive Open Online Courses (MOOCs). IEEE Trans. Learn. Technol. 12, 4 (2019), 503–515.
[60]
Whitehill Jacob, Serpell Zewelanji, Lin Yi-Ching, Foster Aysha, and Movellan Javier R.2014. The faces of engagement: Automatic recognition of student engagement from facial expressions. IEEE Trans. Affect. Comput. 5, 1 (2014), 86–98.
[61]
K. Jeon, J. Yang, S. Jeon, and S. Jung. 2016. Video conversion scheme with animated image to enhance user experiences on mobile environments. In IEEE 5th Global Conference on Consumer Electronics. IEEE, 1–2.
[62]
Spector Jonathan Michael. 2014. Conceptualizing the emerging field of smart learning environments. Smart Learn. Environ. 1, 2 (2014). DOI:
[63]
Redondo Jose Manuel. 2019. Improving student assessment of a server administration course promoting flexibility and competitiveness. IEEE Trans. Educ. 62, 1 (2019), 19–26. DOI:
[64]
Michael Kanellos. 2019. 152,000 Smart Devices Every Minute in 2025: IDC Outlines the Future of Smart Things, Forbes Magazine. Retrieved from https://www.forbes.com
[65]
Mansoor Khwaja, Ghani Anwar, Chaudhry Shehzad Ashraf, Shamshirband Shahaboddin, and Ghayyur Shahbaz Ahmed Khan. 2019. Securing IoT based RFID systems: A robust authentication protocol using symmetric cryptography. Sensors 19, 21 (2019), 1–16.
[66]
Taisiya Kim, Ji Yeon Cho, and Bong Gyou Lee. 2012. Evolution to smart learning in public education: A case study of Korean public education. In International Conference on Open and Social Technologies for Networked Learning. Springer, 170–178.
[67]
Singh Kiran Jot and Kapoor Divneet Singh. 2017. A survey of IoT platform: Create your own internet of things. IEEE Consum. Electron. Mag. 6, 2 (2017), 57–68. DOI:
[68]
Burak Kizilkaya, Guodong Zhao, Yusuf A. Sambo, Liying Li, and Muhammad Ali Imran. 2021. 5G-enabled Education 4.0: Enabling technologies, challenges, and solutions. IEEE Access 9 (2021), 166962–166969. DOI:
[69]
John Koetsier. 2020. 10-Gram Smartglasses Kit: Bosch Smartglasses System Is Tiny, Light and Privacy-Safe, Forbes Magazine. Retrieved from https://www.forbes.com/sites/johnkoetsier/2019/12/10/10-gram-smartglasses-kit-bosch-smartglasses-system-is-tiny-light-and-privacy-safe/35f69a1e2648
[70]
Ilker Koksal. 2020. How Amazon Alexa Is Catching Up to the Competitors, Forbes Magazine. Retrieved from https://www.forbes.com/sites/ilkerkoksal/2019/09/30/how-amazon-alexa-is-catching-up-to-the-competitors/63bdd78b3d03
[71]
Hasan Köse and Nevin Güner-Yildiz. 2021. Augmented reality (AR) as a learning material in special needs education. Educ. Inf. Technol. 26, 2 (2021), 1921–1936.
[72]
Link Labs. 2017. IoT goes to school, M2M Applications in Education Institutions.
[73]
Salimia Ladan and Ghonoodib Alireza. 2011. The study and comparison of curriculum in smart and traditional schools. Procedia - Soc. Behav. Sci. 15 (2011), 3059–3062. DOI:
[74]
Lalit Chettri and Rabindranath Bera. 2020. A comprehensive survey on internet of things (IoT) toward 5G wireless systems. IEEE Internet Things J. 7, 1 (2020), 208–219. DOI:
[75]
D. Liu and Z. Hai. 2019. A study of correlation between technology knowledge and technology beliefs of EFL teachers in junior middle school. In International Joint Conference on Information, Media and Engineering (IJCIME’19). IEEE, 51–54.
[76]
M. Llamas-Nistal, F. A. Mikic-Fonte, M. Caeiro-Rodríguez, and M. Liz-Domínguez. 2019. Supporting intensive continuous assessment with BeA in a flipped classroom experience. IEEE Access 7 (2019), 150022–150036.
[77]
F. Lu, Z. Liu, and Z. Liu. 2018. Smart phone endowed intelligent teaching for university general education curriculum in China. In IEEE International Conference on Teaching, Assessment, and Learning for Engineering (TALE’18). IEEE, 690–695.
[78]
Zolanvari Maede, Teixeira Marcio A, Gupta Lav, Khan Khaled, and Jain Raj. 2019. Machine learning-based network vulnerability analysis of industrial internet of things. IEEE Internet Things J. 6, 4 (2019), 6822–6834. DOI:
[79]
Sutar Mahesh, Patil Mahesh, and Waghmare Sachin. 2016. Smart attendance system using RFID in IOT. Int. J. Advanc. Res. Comput. Eng. Technol. 5, 4 (2016), 1155–1159. DOI:
[80]
Alexy Makarove. 2020. Smart Home Challenges for Software Developers and How to Solve Them, Forbes Magazine. Retrieved from https://www.forbes.com/sites/forbestechcouncil/2019/09/13/smart-home-challenges-for-software-developers-and-how-to-solve-them/7ba767776394
[81]
S. Malathy, P. Ambarish, S. Dinesh Kumar, and G. A. Gokul Prashanth. 2021. Smart school bus: To ensure the safety of children. In 7th International Conference on Advanced Computing and Communication Systems (ICACCS’21), Vol. 1. IEEE, 923–927. DOI:
[82]
F. A. Alshuwaier, A. A. Alshwaier, and A. M. Areshey. 2012. Applications of cloud computing in education. 2012 8th International Conference on Computing and Networking Technology (INC, ICCIS and ICMIC), Gyeongju, Korea (South), 26–33.
[83]
Elhussein Mariam, Düştegör Dilek, Nagy Nay, Amani, and Alghamdi Hamdan. 2018. The impact of digital technology on female students’ learning experience in partition-rooms: Conditioned by social context. IEEE Trans. Educ. 61, 4 (2018), 265–273. DOI:
[84]
Bernard Marr. 2017. The Biggest Challenges Facing Artificial Intelligence (AI) in Business and Society, Forbes Magazine. Retrieved from https://www.forbes.com/sites/bernardmarr/2017/07/13/the-biggest-challenges-facing-artificial-intelligence-ai-in-business-and-society/1de2798a2aec
[85]
R. Martinez-Maldonado, A. Clayphan, K. Yacef, and J. Kay. 2015. MTFeedback: Providing notifications to enhance teacher awareness of small group work in the classroom. IEEE Trans. Learn. Technol. 8, 2 (2015), 187–200.
[86]
J. L. Martín Núñez, E. Tovar Caro, and J. R. Hilera González. 2017. From higher education to open education: Challenges in the transformation of an online traditional course. IEEE Trans. Educ. 60, 2 (2017), 134–142.
[87]
Shaohui Mei, Genliang Guan, Zhiyong Wang, Shuai Wan, Mingyi He, and David Dagan Feng. 2015. Video summarization via minimum sparse reconstruction. Pattern Recog. 48, 2 (2015), 522–533.
[88]
Selinger Michelle, Sepulveda Ana, and Buchan Jim. 2013. Education and the Internet of Everything. Technical Report. CISCO. 13 pages. Retrieved from https://www.cisco.com/c/dam/en_us/solutions/industries/docs/education/education_internet.pdf
[89]
Jhonattan Miranda, Christelle Navarrete, Julieta Noguez, José-Martin Molina-Espinosa, María-Soledad Ramírez-Montoya, Sergio A. Navarro-Tuch, Martín-Rogelio Bustamante-Bello, José-Bernardo Rosas-Fernández, and Arturo Molina. 2021. The core components of Education 4.0 in higher education: Three case studies in engineering education. Comput. Electric. Eng. 93 (2021), 107278.
[90]
Marinela Mircea, Marian Stoica, and Bogdan Ghilic-Micu. 2021. Investigating the impact of the internet of things in higher education environment. IEEE Access 9 (2021), 33396–33409. DOI:
[91]
Abdel-Basset Mohamed, Manogaran Gunasekaran, Mai Mohamed, and Rushdy Ehab. 2019. Internet of things in smart education environment: Supportive framework in the decision-making process. Concurrency and Computation: Practice and Experience 31, 10 (2019), e4515.
[92]
Kheir Mohamed, Piuri Vincenzo, Karmakar Nemai, and You Ilsun. 2019. IEEE Access special section: Radio frequency identification and security techniques. IEEE Access 7 (2019), 172152–172155. DOI:
[93]
F. Montori, L. Bedogni, and L. Bononi. 2018. A collaborative internet of things architecture for smart cities and environmental monitoring. IEEE Internet Things J. 5, 2 (2018), 592–605.
[94]
José Carlos Morgado, José Alberto Lencastre, Thiago Freires, and Marco Bento. 2021. Smart education as empowerment: Outlining veteran teachers’ training to promote digital migration. Technol., Knowl. Learn. 26, 4 (2021), 897–916.
[95]
Shahbaz Muhammad, Gao Changyuan, Zhai LiLi, Shahzad Fakhar, and Hu Yanling. 2019. Investigating the adoption of big data analytics in healthcare: The moderating role of resistance to change. J. Big Data 6, 6 (2019), 869–904.
[96]
A. Munir, P. Kansakar, and S. U. Khan. 2017. IFCIoT: Integrated Fog Cloud IoT: A novel architectural paradigm for the future internet of things. IEEE Consum. Electron. Mag. 6, 3 (2017), 74–82.
[97]
Kumar Nallapaneni Manoj and Singh Neeraj Kumar. 2019. Wearable smart glass: Features, applications, current progress and challenges. In 2nd International Conference on Green Computing and Internet of Things (ICGCIoT’19). IEEE, 577–582. DOI:
[98]
Kumar Nallapaneni Manoj, Krishna Ranjith, and Kumar Pavan. 2018. Use of smart glasses in education—A study. In 2nd IEEE International Conference on IoT in Social, Mobile, Analytics and Cloud (I-SMAC’18). IEEE. DOI:
[99]
Elijah Olakunle, Rahman Abdul, Orikumhi Igbafe, Leow Chee Yen, and Hindia M. H. D. Nour. 2019. An overview of internet of things (IoT) and data analytics in agriculture: Benefits and challenges. IEEE Internet Things J. 5, 5 (2019), 3758–3773. DOI:
[100]
Ben-Shahar Omri. 2018. Data pollution. J. Legal Anal. 11 (2018), 104–159.
[101]
S. Orlando, E. Gaudioso, and F. De La Paz. 2020. Supporting teachers to monitor student’s learning progress in an educational environment with robotics activities. IEEE Access 8 (2020), 48620–48631.
[102]
Karkazis Panagiotis, C. Leligou Helen, Trakadas Panagiotis, Vretos Nicholas, Asteriadis Stylianos, Daras Petros, and Standen Penny. 2019. Technologies Facilitating Smart Pedagogy. Springer.
[103]
Dhirendra Pandey, Neha Singh, Virendra Singh, and Mohd Waris Khan. 2022. Paradigms of smart education with IoT approach. In Internet of Things and Its Applications. Springer, 223–233.
[104]
Tantatsanawong Panjai, Kawtrakul Asanee, and Lertwipatrakul Wichan. 2011. Enabling future education with smart services. In Annual SRII Global Conference. IEEE. DOI:
[105]
Renee Patton. 2018. White Paper: The Next-generation Digital Learning Environment and a Framework for Change for Educational Institutions. Technical Report. CISCO. 19 pages. Retrieved from https://www.cisco.com/c/dam/en_us/solutions/industries/docs/education/digital-learning-environment.pdf
[106]
Carreira Pedro and Lopes Ana Sofia. 2019. Drivers of academic pathways in higher education: Traditional vs. non-traditional students. Stud. Higher Educ. 12, 2 (2019), 1–10.
[107]
Debiec Piotr. 2018. Effective learner-centered approach for teaching an introductory digital systems course. IEEE Trans. Educ. 61, 1 (2018), 38–45. DOI:
[108]
Lin Po-Hsuan, Wooders Andrew, Wang Joseph Tao-Yi, and Yuan Walter M. 2018. Artificial intelligence, the missing piece of online education? IEEE Eng. Manag. Rev. 46, 3 (2018), 25–28.
[109]
Raja Siddharth Raju and Minakshi Roy. 2022. An overview of the framework for development of e-classroom toward e-learning. Advanced Computational Paradigms and Hybrid Intelligent Computing: Proceedings of (ICACCP’21), Springer, 633–639.
[110]
Ghani-Ur Rehman, Anwar Ghani, Shad Muhammad, Madhusudan Singh, and Dhananjay Singh. 2020. Selfishness in vehicular delay-tolerant networks: A review. Sensors 20, 10 (2020), 3000.
[111]
Pecori Riccardo. 2018. A virtual learning architecture enhanced by fog computing and big data streams. Fut. Internet 10, 1 (2018), 2–30. DOI:
[112]
Raghunath Riyukta, Anker Connie, and Nortcliffe Anne. 2018. Are academics ready for smart learning? Brit. J. Educ. Technol. 49, 1 (2018), 182–197.
[113]
D. Roldán-Álvarez, E. Martín, P. A. Haya, M. García-Herranz, and M. Rodríguez-González. 2018. DEDOS: An authoring toolkit to create educational multimedia activities for multiple devices. IEEE Trans. Learn. Technol. 11, 4 (2018), 493–505.
[114]
Jose Luis Romero-Gázquez, Gregorio Cañavate-Cruzado, and María-Victoria Bueno-Delgado. 2021. IN4WOOD: A successful European training action of Industry 4.0 for academia and business. IEEE Transactions on Education 65, 2 (2021), 200–209.
[115]
Li Ruinian, Song Tianyi, Capurso Nicholas, Yu Jiguo, Couture Jason, and Cheng Xiuzhen. 2017. IoT applications on secure smart shopping system. IEEE Internet Things J. 4, 6 (2017), 1945–1954. DOI:
[116]
María Consuelo Sáiz-Manzanares, Juan José Rodríguez-Díez, José Francisco Díez-Pastor, Sandra Rodríguez-Arribas, Raúl Marticorena-Sánchez, and Yi Peng Ji. 2021. Monitoring of student learning in learning management systems: An application of educational data mining techniques. Appl. Sci. 11, 6 (2021), 2677.
[117]
Shapsough Salsabeel, Hassan Mahitab, Shapsough Shams Eddeen, and Zualkernan Imran. 2016. IoT technologies to enhance precision and response time of mobile-based educational assessments. In International Conference on Computational Science and Computational Intelligence (CSCI’16). IEEE. DOI:
[118]
[119]
Satu Shahriare, Roy Shanto, Akhter Farhana, and Whaiduzzaman. 2018. IoLT: An IoT based collaborative blended learning platform in higher education. In International Conference on Innovation in Engineering and Technology (ICIET’18). IEEE. DOI:
[120]
Rabi Shaw and Bidyut Kr Patra. 2022. Classifying students based on cognitive state in flipped learning pedagogy. Fut. Gen. Comput. Syst. 126 (2022), 305–317.
[121]
Chaudhry Shehzad Ashraf, Shon Taeshik, Al-Turjman Fadi, and Alsharif Mohammed H.2020. Correcting design flaws: An improved and cloud assisted key agreement scheme in cyber physical systems, computer communications. IEEE Internet Things J. 153 (2020), 527–537.
[122]
W. Shi, X. Liu, X. Gong, X. Niu, X. Wang, S. Jing, H. Lu, N. Zhang, and J. Luo. 2019. Review on development of smart education. In IEEE International Conference on Service Operations and Logistics, and Informatics (SOLI’19). IEEE, 157–162.
[123]
M. Sookhak, H. Tang, and F. R. Yu. 2018. Security and privacy of smart cities: Issues and challenge. In IEEE 20th International Conference on High Performance Computing and Communications, IEEE 16th International Conference on Smart City, and IEEE 4th International Conference on Data Science and Systems (HPCC/SmartCity/DSS’18). IEEE, 1350–1357.
[124]
Ali Alsaif Suleiman, S. Li Alice, Soh Ben, A. AlZain Mohammed, and Masud Mehedi. 2019. From learning management systems to a social learning environment: A comparative review and the implications. Int. J. Smart Educ. Urb. Soc. 10, 1 (2019), 1–10. DOI:
[125]
J. Suwita, R. Kosala, B. Ranti, and S. H. Supangkat. 2019. Factors considered for the success of the massive open online course in the era of smart education: Systematic literature review. In International Conference on ICT for Smart Society (ICISS’19), Vol. 7. IEEE, 1–5.
[126]
Carrington Suzanne. 2019. Inclusive education in the Asia Indo Pacific region. Int. J. Inclus. Educ. 23, 1 (2019), 1–6.
[127]
Kim Svetlana, Song Su-Mi, and Yoon Yong. 2014. Definition, framework and research issues of smart learning environments—A context-aware ubiquitous learning perspective. Smart Learn. Environ. 1, 4 (2014). DOI:
[128]
Kim Svetlana, Song Su-Mi, and Yoon Yong-Ik. 2011. Smart learning services based on smart cloud computing. Sensors 1, 8 (2011), 7835—7850.
[129]
Brian Tait. 2015. 400,000 Elementary Schools by Next Year. Retrieved from https://3dprint.com/56699/china-3d-printers-schools/
[130]
Brian Tait. 2020. 10 Ways to Enhance Team Collaboration, Forbes Magazine. Retrieved from https://www.forbes.com/sites/forbescoachescouncil/2020/07/22/10-ways-to-enhance-team-collaboration/6d41c0c22739
[131]
Zaman Tanveir uz, Muhammad Ajmal Amtul, Hafeez, and Naila Naseer. 2018. Foundation of Education. Allama Iqbal Open University, Islamabad. 1–200.
[132]
Suna Tara Qian and Rony Medagliab. 2019. Mapping the challenges of artificial intelligence in the public sector: Evidence from public healthcare. Sci. Direct 36 (2019), 368–383.
[133]
Yellamraju Tarun, Magana Alejandra, and Boutin Mireille. 2019. Investigating students’ habits of mind in a course on digital signal processing. IEEE Trans. Educ. 62, 4 (2019), 312–324. DOI:
[134]
Google Cloud Team. 2020. Google Cloud IoT-ready hardware. Retrieved from https://cloud.google.com/solutions/iot/kit/
[135]
Google Meeting Team. 2020. Google Meeting. Retrieved from https://meet.google.com/
[136]
IASLE Team. 2020. International Association of Smart Learning Environments. Retrieved from http://iasle.net/
[137]
Skype Team. 2020. Skype Meeting. Retrieved from https://www.skype.com/en/
[138]
Starlink Team. 2021. Starlink-SpaceX. Retrieved from https://www.starlink.com/
[139]
Virtual University Team. 2020. Virtual University, Pakistan. Retrieved from https://www.vu.edu.pk/
[140]
Zoom Team. 2020. Zoom Meeting. Retrieved from https://zoom.us/
[141]
C. Tejedor-García, D. Escudero-Mancebo, E. Cámara-Arenas, C. González-Ferreras, and V. Cardeñoso-Payo. 2020. Assessing pronunciation improvement in students of English using a controlled computer-assisted pronunciation tool. IEEE Trans. Learn. Technol. 13, 2 (2020), 269–282.
[142]
Lucke Terry and Dunn Peter. 2013. The use of a classroom response system to more effectively flip the classroom. In Frontiers in Education Conference. IEEE.
[143]
Sutjarittham Thanchanok, Gharakheili Hassan Habibi, Kanhere Salil, and Sivaraman Vijay. 2019. Experiences with IoT and AI in a smart campus for optimizing classroom usage. IEEE InternetThings J. 6, 5 (2019), 7595–7607. DOI:
[144]
Sojung Thompson S. H., Teo, Kim Lucia, and Jiang Li. 2020. E-learning implementation in South Korea: Integrating effectiveness and legitimacy perspectives. Inf. Syst. Front. 22 (2020), 511—528.
[145]
M. Fernández-Caramés Tiago and Fraga-Lamas Paula. 2019. Towards next generation teaching, learning, and context-aware applications for higher education: A review on blockchain, IoT, fog and edge computing enabled smart campuses and universities. Appl. Sci. 9, 21 (2019). DOI:
[146]
Hoel Tore and Mason Jon. 2018. Standards for smart education—Towards a development framework. Smart Learn. Environ. 8, 3 (2018), 1–25. DOI:
[147]
V. L. Uskov, J. P. Bakken, and A. Pandey.2015. Smart education and smart e-learning. Smart innovation, systems and technologies. Ontol. Next Gen. Smart Classr. 41 (2015), 3–14.
[148]
Shruti S. Wakchoure, Priyanka S. Shewale, Janhavi G. Rajput, Sayali A. Gaupal, Mohan P. Thakre, and Minal R. Rade. 2022. Multiple approach of RFID-based attendance system using IoT. In Soft Computing for Security Applications. Springer, 487–499.
[149]
Alice G. Walton. 2017. Phone Addiction Is Real-and So Are Its Mental Health Risks, Forbes Magazine. Retrieved from https://www.forbes.com/sites/alicegwalton/2017/12/11/phone-addiction-is-real-and-so-are-its-mental-health-risks/4c55d2c513df
[150]
C. Wang, X. Li, A. Wang, and X. Zhou. 2017. A classroom scheduling service for smart classes. IEEE Trans. Serv. Comput. 10, 2 (2017), 155–164.
[151]
He Weijia, Martinez Jesse, Padhi Roshni, Zhang Lefan, and Ur Blase. 2019. When smart devices are stupid: Negative experiences using home smart devices. In IEEE Security and Privacy Workshops (SPW’19). IEEE.
[152]
Winanti, Meyliana, A. N. Hidayanto, H. Prabowo, and F. L. Gaol. 2018. Key successful factors of executive information system implementation in higher education: A systematic literature review. In International Conference on Information Management and Technology (ICIMTech’18). IEEE, 423–427.
[153]
Zhang Xiangyangm, Hung Shu-Chiu, and Zhang Linda. 2018. Designing Smart Apps to Enhance Learners’ Engagement in Online Learning. Springer, 121–131.
[154]
Liu Xing, Qian Cheng, Hatcher William Grant, Xu Hansong, Liao Weixian, and Yu Wei. 2019. Secure internet of things (IoT)-based smart-world critical infrastructures: Survey, case study and research opportunities. IEEE Access 7 (2019), 79523–79544. DOI:
[155]
D. Yanga, Abeer Alsadoona, P. W. C. Prasad, and A. K. Singhb A. Elchouemic. 2018. An emotion recognition model based on facial recognition in virtual learning environment. In 6th International Conference on Smart Computing and Communications (ICSCC’17). Science Direct, 2–10.
[156]
Kim Yeon and Ahn Changsun. 2018. Effect of combined use of flipped learning and inquiry-based learning on a system modeling and control course. IEEE Trans. Educ. 61, 2 (2018), 136–142. DOI:
[157]
Luo Yong, Hu Han, Wen Yonggang, and Tao Dacheng. 2020. Transforming device fingerprinting for wireless security via online multitask metric learning. IEEE Internet Things J. 7, 1 (2020), 172152–172155. DOI:
[158]
Y. Yu. 2017. Teaching with a dual-channel classroom feedback system in the digital classroom environment. IEEE Trans. Learn. Technol. 10, 3 (2017), 391–402.
[159]
Lanshan Zhang, Linhui Sun, Wendong Wang, and Ye Tian. 2016. KaaS: A standard framework proposal on video skimming. IEEE Internet Comput. 20, 4 (2016), 54–59.
[160]
Luo Zhanni, O’Steen Billy, and Brown Cheryl. 2020. Flipped Learning Wheel (FLW): A framework and process design for flipped L2 writing classes. Smart Learn. Environ. 7, 10 (2020), 1–21. DOI:
[161]
Zhu Zhi-Ting, Yu Ming-Hua, and Riezebos Peter. 2016. A research framework of smart education. Smart Learn. Environ. 3, 4 (2016), 423—462.
[162]
P. Zhou, Q. Bai, Y. Zhang, and F. Fan. 2016. The influence of assessment-based learning on students’ knowledge building in the smart classroom. In International Conference on Educational Innovation through Technology (EITT’16). IEEE, 127–132.
[163]
S. Zhu, C. Liu, and Z. Xu. 2020. High-definition video compression system based on perception guidance of salient information of a convolutional neural network and HEVC compression domain. IEEE Trans. Circ. Syst. Vid. Technol. 30, 7 (2020), 1946–1959.
[164]
Zhi-Ting Zhu, Ming-Hua Yu, and Peter Riezebos. 2016. A research framework of smart education. Smart Learn. Environ. 3, 1 (2016), 1–17.

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    cover image ACM Computing Surveys
    ACM Computing Surveys  Volume 56, Issue 2
    February 2024
    974 pages
    EISSN:1557-7341
    DOI:10.1145/3613559
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    Publication History

    Published: 14 September 2023
    Online AM: 21 July 2023
    Accepted: 02 May 2023
    Revised: 10 March 2023
    Received: 14 December 2020
    Published in CSUR Volume 56, Issue 2

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    1. Internet of Things (IoT)
    2. education system
    3. smart education
    4. e-learning
    5. flipped classrooms

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