A Study on the Effects of Distance Learning and the Application of 5G Technolog

Zhongmei, Lu; Huang, Yu-Che; Bangjun, Cui

doi:10.1109/icait.2019.8935921

Cited by 6 publications

(5 citation statements)

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“…The effectiveness of remote hybrid education and 5G, when combined with huge data collection and technology, will provide a more realistic learning experience for future learners, hence increasing the effectiveness of digital deep learning. As part of a bottom-up design and development technique for a 5G Open Class product, [ 1 , 2 ] employed FIWARE middleware to manage all entities. They present a thorough architecture, technological platform, data formats, and end-user applications for 5G Open classes.…”

Section: Related Workmentioning

confidence: 99%

Application Analysis of 5G Intelligent Communication Technologies in the Field of Sports Distance Education

Zhang

Majed

2022

Computational Intelligence and Neuroscience

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China has entered a new fifth-generation (5G) technological period, college students are relatively fast to absorb new things, and conventional teaching methods are incapable of properly stimulating students’ interest in sporting activities. As a result, the 5G integrated teaching paradigm, which is based on communication technology, is an unavoidable reform of sports remote education. For a long time, technology and sports have been inextricably linked. However, new possibilities on the Internet are fast developing, resulting in massive volumes of data. In this paper, we propose a novel 5G framework for efficient sports distance education. Initially, the sports dataset is preprocessed using normalization, and the features are extracted using Principal Component Analysis (PCA). Following feature selection, a Hierarchical Multiscale Convolutional Neural Network (HM-CNN) is used to categorize and initialize the 5G utilizing the Enhanced Transfer Control Protocol (E-TCP) for efficient data transmission. The Elevated Ant Colony Optimization Algorithm improves the performance of the suggested system even more (EACO). The experimental results indicate that 5G integrated education reform based on communication technology may successfully enhance the number of college students’ sports population.

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Section: Related Workmentioning

confidence: 99%

Application Analysis of 5G Intelligent Communication Technologies in the Field of Sports Distance Education

Zhang

Majed

2022

Computational Intelligence and Neuroscience

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“…e effectiveness of remote hybrid education and 5G, when combined with huge data collection and technology, will provide a more realistic learning experience for future learners, hence increasing the effectiveness of digital deep learning. As part of a bottom-up design and development technique for a 5G Open Class product, [1,2] employed FIWARE middleware to manage all entities. ey present a thorough architecture, technological platform, data formats, and end-user applications for 5G Open classes.…”

Section: Related Workmentioning

confidence: 99%

Application Analysis of 5G Intelligent Communication Technologies in the Field of Sports Distance Education

Zhang¹

2022

Preprint

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China has entered a new era of fifth generation (5G)technology, college students are relatively quick to accept new things, and the traditional teaching mode cannot fully stimulate students’ interest in sports activities. Therefore, the 5G integrated teaching mode based on communication technology is an inevitable trend of sports distance education curriculum reform. Technologyand sports have been deeply intertwined for a long time. However, new opportunities are now rapidly expanding on the Internet, and the result is a huge data.This paper proposes a novel 5G framework for an efficient sports distance education. Initially, the sports dataset is preprocessed using normalization. The features are extracted using Principal Component Analysis (PCA). Then, feature selection process is done. Classification is done using Hierarchical Multi-scale Convolutional Neural Network (HM-CNN). The 5G network is initialized using Enhanced Transmission Control Protocol (E-TCP) for an efficient data transmission. The performance of the proposed system is improved by Elevated Ant Colony Optimization Algorithm (EACO). Using MATLAB simulation tool, we analyze and compare the performance of the proposed system with the existing methodologies. The results show that the experimental results of 5G integrated teaching reform based on communication technology show that the teaching reform experiment can effectively increase the number of college students’ sports population

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“…In [4], Zhongmei et al measured the effectiveness of learning through long-distance digital support. They submitted a Quality of Experience (QoE) questionnaire to 180 college students through a Mobile Communication course, comprising both theoretical and practical operation exercises.…”

Section: Related Workmentioning

confidence: 99%

“…The studies presented above give essential guidance for designing an effective blended learning environment [2,3], over 5G [3][4][5] and IoT technologies [3,4]. The implemented solutions in [3][4][5] are described as based on a top-down approach. Accordingly, we believe that their proposed designs are more generic to the supported communication network and thus; they risk not to produce fully optimised products for the 5G network as envisioned in [1].…”

Section: Related Workmentioning

confidence: 99%

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End-to-end experimentation of a 5G vertical within the scope of blended learning

Armando

Almeida

Fernandes

et al. 2021

Discov Internet Things

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The next generation of mobile networks, widely known as 5G, was designed to respond to the next 10 years’ communication challenges. 5G will be an essential structure on which all types of electronic communications will rely. Built on the emerging 5G technology, we developed a vertical solution for blended learning environments within a Portuguese national project scope. The project aims to propose an integrated demonstration of a set of products capable of being part and providing services in the future 5G networks framework. To this end, we adopted a bottom-up approach to design and develop a product named 5GOpenclasses, where we leveraged FIWARE middleware to manage all entities. This paper presents the architecture, technological platform, associated data structures, and end-user applications of 5GOpenclasses. We also present the design of innovative location-based service for blended learning environments. This paper is the first step of the proposed product towards its quantitative evaluation when running Over-the-Top on both 4G and 5G networks. Although successful unit tests were carried out in what concerns the functional outcome, the integration tests for quantitative results depend on the availability of other project components.

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A Study on the Effects of Distance Learning and the Application of 5G Technolog

Cited by 6 publications

References 1 publication

Application Analysis of 5G Intelligent Communication Technologies in the Field of Sports Distance Education

Application Analysis of 5G Intelligent Communication Technologies in the Field of Sports Distance Education

Application Analysis of 5G Intelligent Communication Technologies in the Field of Sports Distance Education

End-to-end experimentation of a 5G vertical within the scope of blended learning

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