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07-08-2023

A Model for Digital Education Management Information System Using Wireless Communication and BP Neural Networks

Author: Cai Wangang

Published in: Mobile Networks and Applications | Issue 6/2023

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Abstract

With the popularity of wireless communication and different mobile intelligent terminals, digital education management information systems are becoming increasingly popular among students. The problem of modernized teaching has significantly influenced and altered teaching quality evaluation methodologies and models. However, the findings revealed that the existing intelligent teaching quality diagnostic still needs to improve design and execution. As a result, creating an education management information system is critical, and establishing a digital education management information system has become a critical undertaking. To address these problems, this research paper presents a model for a digital education management information system (DEMIS) that utilizes wireless communication and BP neural networks (BPNNs) to manage digital education in schools. The paper highlights the significance of wireless communication and DEMIS in modern education. The study employs a grey prediction model and a BP neural network model to predict the trend of education development. The DEMIS is set up using MATLAB simulation with management constraint parameters, and the sample data originate from 85 instructors’ digital education assessment ratings. The experiment is carried out in two parts: using the grey prediction model and the BPNNs, which verify the suggested method’s efficacy in managing digital education in schools. The experimental findings suggest that, by combining wireless communication and BPNNs, the system can handle the campus network’s information in a unified manner and give decision assistance to managers, which is very practicable. Therefore, the suggested DEMIS may effectively enhance students’ learning experiences and education quality.

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Literature
3.
go back to reference Sembok TMT (2003) In: HB, H, S, SH (eds) Digital libraries: Technology and Management of Indigenous Knowledge for Global Access: 6th international conference on asian digital libraries, ICADL 2003, Kuala Lumpur, Malaysia, December 8–12, 2003, Proceedings, vol Vol 2911. Springer Sembok TMT (2003) In: HB, H, S, SH (eds) Digital libraries: Technology and Management of Indigenous Knowledge for Global Access: 6th international conference on asian digital libraries, ICADL 2003, Kuala Lumpur, Malaysia, December 8–12, 2003, Proceedings, vol Vol 2911. Springer
4.
go back to reference Liu S, Li Z, Zhang Y, Cheng X (2019) Introduction of key problems in long-distance learning and training. Mob Networks Appl 24:1–4CrossRef Liu S, Li Z, Zhang Y, Cheng X (2019) Introduction of key problems in long-distance learning and training. Mob Networks Appl 24:1–4CrossRef
6.
go back to reference Bao L, Yu P (2021) Evaluation method of online and offline hybrid teaching quality of physical education based on mobile edge computing. Mob Networks Appl 26(5):2188–2198CrossRef Bao L, Yu P (2021) Evaluation method of online and offline hybrid teaching quality of physical education based on mobile edge computing. Mob Networks Appl 26(5):2188–2198CrossRef
7.
go back to reference Williamson B (2016) Digital education governance: an introduction. Eur Educational Res J 15(1):3–13CrossRef Williamson B (2016) Digital education governance: an introduction. Eur Educational Res J 15(1):3–13CrossRef
8.
go back to reference Shuhuai R, Xingjun S, Haiqing L, Jialin C (2009) From information commons to knowledge commons: building a collaborative knowledge sharing environment for innovative communities. The Electronic Library Shuhuai R, Xingjun S, Haiqing L, Jialin C (2009) From information commons to knowledge commons: building a collaborative knowledge sharing environment for innovative communities. The Electronic Library
9.
go back to reference Decuypere M, Grimaldi E, Landri P (2021) Introduction: critical studies of digital education platforms. Crit Stud Educ 62(1):1–16CrossRef Decuypere M, Grimaldi E, Landri P (2021) Introduction: critical studies of digital education platforms. Crit Stud Educ 62(1):1–16CrossRef
10.
go back to reference Al-Malah DAR, Hamed SI, Alrikabi H (2020) The interactive role using the Mozabook Digital Education Application and its Effect on enhancing the performance of eLearning. Int J Emerg Technol Learn (iJET) 15(20):21–41CrossRef Al-Malah DAR, Hamed SI, Alrikabi H (2020) The interactive role using the Mozabook Digital Education Application and its Effect on enhancing the performance of eLearning. Int J Emerg Technol Learn (iJET) 15(20):21–41CrossRef
12.
go back to reference Purnamasari R, Suchyadi Y, Karmila N, Nurlela N, Mirawati M, Handayani R, Indriani RS, Anwar WS, Kurnia D (2020) Student Center based Class Management assistance through the implementation of Digital Learning Models and Media. J Community Engagem (JCE) 2(2):67–70 Purnamasari R, Suchyadi Y, Karmila N, Nurlela N, Mirawati M, Handayani R, Indriani RS, Anwar WS, Kurnia D (2020) Student Center based Class Management assistance through the implementation of Digital Learning Models and Media. J Community Engagem (JCE) 2(2):67–70
13.
go back to reference Bygstad B, Øvrelid E, Ludvigsen S, Dæhlen M (2022) From dual digitalization to digital learning space: Exploring the digital transformation of higher education. Computers & Education, 182, p.104463 Bygstad B, Øvrelid E, Ludvigsen S, Dæhlen M (2022) From dual digitalization to digital learning space: Exploring the digital transformation of higher education. Computers & Education, 182, p.104463
14.
go back to reference Sreenivasulu V (2000) The role of a digital librarian in the management of digital information systems (DIS). The electronic library Sreenivasulu V (2000) The role of a digital librarian in the management of digital information systems (DIS). The electronic library
18.
go back to reference Rivera Vargas P, Cobo Romaní C (2020) Digital learning: distraction or default for the future. Digital Education Review, 2020, num. 37, p. 1–16 Rivera Vargas P, Cobo Romaní C (2020) Digital learning: distraction or default for the future. Digital Education Review, 2020, num. 37, p. 1–16
19.
20.
go back to reference Friedrichsen M, Kamalipour Y (2017) Digital Transformation in Journalism and News Media Media Management, Media Convergence and Globalization. by Springer Nature Friedrichsen M, Kamalipour Y (2017) Digital Transformation in Journalism and News Media Media Management, Media Convergence and Globalization. by Springer Nature
22.
go back to reference Morozov AV, Kozlov ОA (2019) Information and communication technologies in modern digital educational environment. In CEUR Workshop Proceedings. 2. Сер.“ InnoCSE 2019-Proceedings of the 2nd Workshop on Inovative Approaches in Computer Science within Higher Education” (p. 211) Morozov AV, Kozlov ОA (2019) Information and communication technologies in modern digital educational environment. In CEUR Workshop Proceedings. 2. Сер.“ InnoCSE 2019-Proceedings of the 2nd Workshop on Inovative Approaches in Computer Science within Higher Education” (p. 211)
23.
go back to reference Camilleri MA, Camilleri AC (2017) Digital learning resources and ubiquitous technologies in education. Technol Knowl Learn 22:65–82CrossRef Camilleri MA, Camilleri AC (2017) Digital learning resources and ubiquitous technologies in education. Technol Knowl Learn 22:65–82CrossRef
25.
go back to reference Castro R (2019) Blended learning in higher education: Trends and capabilities. Educ Inform Technol 24(4):2523–2546CrossRef Castro R (2019) Blended learning in higher education: Trends and capabilities. Educ Inform Technol 24(4):2523–2546CrossRef
26.
go back to reference Mohamed Hashim MA, Tlemsani I, Matthews R (2021) Higher education strategy in digital transformation. Educ Inform Technol, pp.1–25 Mohamed Hashim MA, Tlemsani I, Matthews R (2021) Higher education strategy in digital transformation. Educ Inform Technol, pp.1–25
Metadata
Title
A Model for Digital Education Management Information System Using Wireless Communication and BP Neural Networks
Author
Cai Wangang
Publication date
07-08-2023
Publisher
Springer US
Published in
Mobile Networks and Applications / Issue 6/2023
Print ISSN: 1383-469X
Electronic ISSN: 1572-8153
DOI
https://doi.org/10.1007/s11036-023-02172-0