Application of edge-cloud collaborative intelligence technologies in power grids
With the continuous development of the Internet of things on electricity (IoTE) and large-scale deployment of intelligent edge devices, an explosively increasing amount of data are being generated at the network edge.The efficient, fast and secure processing and analysis of the massive edge located...
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| Main Authors: | , , , , , |
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| Format: | Article |
| Language: | zho |
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China InfoCom Media Group
2021-03-01
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| Series: | 物联网学报 |
| Subjects: | |
| Online Access: | http://www.wlwxb.com.cn/zh/article/doi/10.11959/j.issn.2096-3750.2021.00204/ |
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| _version_ | 1841533815070130176 |
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| author | Qing HAN Kunlun GAO Ting ZHAO Jiangqi CHEN Xinyu YANG Shusen YANG |
| author_facet | Qing HAN Kunlun GAO Ting ZHAO Jiangqi CHEN Xinyu YANG Shusen YANG |
| author_sort | Qing HAN |
| collection | DOAJ |
| description | With the continuous development of the Internet of things on electricity (IoTE) and large-scale deployment of intelligent edge devices, an explosively increasing amount of data are being generated at the network edge.The efficient, fast and secure processing and analysis of the massive edge located data brings great challenges for the traditional cloud computing-based intelligence technologies.Instead, edge-cloud collaborative intelligence (ECCI) technologies can significantly outperform the cloud computing-based intelligence in terms of the network bandwidth saving, delay reduction and privacy protection, and therefore have shown a great potential in boosting the development of power grids.To investigate the application of ECCI in power grids, the concept and research progress of ECCI were firstly introduced.The characteristics and advantages of ECCI were summarized and its applicability in the power grids were discussed.Secondly, the key technologies of ECCI applications for power grids were discussed and the solutions based on ECCI technologies for two typical scenes were proposed respectively.Finally, a brief discussion of future work was given. |
| format | Article |
| id | doaj-art-5f84db412b5c4e79a6debb282dd5bb51 |
| institution | Kabale University |
| issn | 2096-3750 |
| language | zho |
| publishDate | 2021-03-01 |
| publisher | China InfoCom Media Group |
| record_format | Article |
| series | 物联网学报 |
| spelling | doaj-art-5f84db412b5c4e79a6debb282dd5bb512025-01-15T02:53:54ZzhoChina InfoCom Media Group物联网学报2096-37502021-03-015627159651397Application of edge-cloud collaborative intelligence technologies in power gridsQing HANKunlun GAOTing ZHAOJiangqi CHENXinyu YANGShusen YANGWith the continuous development of the Internet of things on electricity (IoTE) and large-scale deployment of intelligent edge devices, an explosively increasing amount of data are being generated at the network edge.The efficient, fast and secure processing and analysis of the massive edge located data brings great challenges for the traditional cloud computing-based intelligence technologies.Instead, edge-cloud collaborative intelligence (ECCI) technologies can significantly outperform the cloud computing-based intelligence in terms of the network bandwidth saving, delay reduction and privacy protection, and therefore have shown a great potential in boosting the development of power grids.To investigate the application of ECCI in power grids, the concept and research progress of ECCI were firstly introduced.The characteristics and advantages of ECCI were summarized and its applicability in the power grids were discussed.Secondly, the key technologies of ECCI applications for power grids were discussed and the solutions based on ECCI technologies for two typical scenes were proposed respectively.Finally, a brief discussion of future work was given.http://www.wlwxb.com.cn/zh/article/doi/10.11959/j.issn.2096-3750.2021.00204/smart gridInternet of things on electricityartificial intelligenceedge computingedge-cloud collaborative intelligence |
| spellingShingle | Qing HAN Kunlun GAO Ting ZHAO Jiangqi CHEN Xinyu YANG Shusen YANG Application of edge-cloud collaborative intelligence technologies in power grids 物联网学报 smart grid Internet of things on electricity artificial intelligence edge computing edge-cloud collaborative intelligence |
| title | Application of edge-cloud collaborative intelligence technologies in power grids |
| title_full | Application of edge-cloud collaborative intelligence technologies in power grids |
| title_fullStr | Application of edge-cloud collaborative intelligence technologies in power grids |
| title_full_unstemmed | Application of edge-cloud collaborative intelligence technologies in power grids |
| title_short | Application of edge-cloud collaborative intelligence technologies in power grids |
| title_sort | application of edge cloud collaborative intelligence technologies in power grids |
| topic | smart grid Internet of things on electricity artificial intelligence edge computing edge-cloud collaborative intelligence |
| url | http://www.wlwxb.com.cn/zh/article/doi/10.11959/j.issn.2096-3750.2021.00204/ |
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