Research on mobile edge computing and caching in massive wireless communication network
For the large-scale network mobile edge computing and caching technology of future 6G mobile communications, firstly, the architectures and principles of mobile edge computing and caching in large-scale wireless networks were introduced, and the necessity and universality were clarified.Then, from t...
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| Format: | Article |
| Language: | zho |
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Editorial Department of Journal on Communications
2021-04-01
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| Series: | Tongxin xuebao |
| Subjects: | |
| Online Access: | http://www.joconline.com.cn/zh/article/doi/10.11959/j.issn.1000-436x.2021096/ |
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| _version_ | 1841539302415138816 |
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| author | Yongming HUANG Chong ZHENG Zhengming ZHANG Xiaohu YOU |
| author_facet | Yongming HUANG Chong ZHENG Zhengming ZHANG Xiaohu YOU |
| author_sort | Yongming HUANG |
| collection | DOAJ |
| description | For the large-scale network mobile edge computing and caching technology of future 6G mobile communications, firstly, the architectures and principles of mobile edge computing and caching in large-scale wireless networks were introduced, and the necessity and universality were clarified.Then, from the perspective of the five key issues in the mobile edge computing and caching enabled large-scale wireless network, including computing offloading, edge caching, multi-dimensional resource allocation, user association and privacy protection, the recent researches and further pointed out the future development trends and research directions were reviewed and analyzed.Finally, for the privacy preservation issue, a federated learning based privacy-preserving scheme was proposed.Simulation results show that the proposed scheme can simultaneously preserve user privacy and improve the quality of service. |
| format | Article |
| id | doaj-art-b4020b32e40a44dd9860043ba2f6e0ff |
| institution | Kabale University |
| issn | 1000-436X |
| language | zho |
| publishDate | 2021-04-01 |
| publisher | Editorial Department of Journal on Communications |
| record_format | Article |
| series | Tongxin xuebao |
| spelling | doaj-art-b4020b32e40a44dd9860043ba2f6e0ff2025-01-14T07:21:55ZzhoEditorial Department of Journal on CommunicationsTongxin xuebao1000-436X2021-04-0142446159741263Research on mobile edge computing and caching in massive wireless communication networkYongming HUANGChong ZHENGZhengming ZHANGXiaohu YOUFor the large-scale network mobile edge computing and caching technology of future 6G mobile communications, firstly, the architectures and principles of mobile edge computing and caching in large-scale wireless networks were introduced, and the necessity and universality were clarified.Then, from the perspective of the five key issues in the mobile edge computing and caching enabled large-scale wireless network, including computing offloading, edge caching, multi-dimensional resource allocation, user association and privacy protection, the recent researches and further pointed out the future development trends and research directions were reviewed and analyzed.Finally, for the privacy preservation issue, a federated learning based privacy-preserving scheme was proposed.Simulation results show that the proposed scheme can simultaneously preserve user privacy and improve the quality of service.http://www.joconline.com.cn/zh/article/doi/10.11959/j.issn.1000-436x.2021096/massive wireless networkmobile edge computingcaching, privacy protectionfederated learning |
| spellingShingle | Yongming HUANG Chong ZHENG Zhengming ZHANG Xiaohu YOU Research on mobile edge computing and caching in massive wireless communication network Tongxin xuebao massive wireless network mobile edge computing caching, privacy protection federated learning |
| title | Research on mobile edge computing and caching in massive wireless communication network |
| title_full | Research on mobile edge computing and caching in massive wireless communication network |
| title_fullStr | Research on mobile edge computing and caching in massive wireless communication network |
| title_full_unstemmed | Research on mobile edge computing and caching in massive wireless communication network |
| title_short | Research on mobile edge computing and caching in massive wireless communication network |
| title_sort | research on mobile edge computing and caching in massive wireless communication network |
| topic | massive wireless network mobile edge computing caching, privacy protection federated learning |
| url | http://www.joconline.com.cn/zh/article/doi/10.11959/j.issn.1000-436x.2021096/ |
| work_keys_str_mv | AT yongminghuang researchonmobileedgecomputingandcachinginmassivewirelesscommunicationnetwork AT chongzheng researchonmobileedgecomputingandcachinginmassivewirelesscommunicationnetwork AT zhengmingzhang researchonmobileedgecomputingandcachinginmassivewirelesscommunicationnetwork AT xiaohuyou researchonmobileedgecomputingandcachinginmassivewirelesscommunicationnetwork |