Edge Intelligence-Based RAN Architecture for 6G Internet of Things
Edge Intelligence, which blends Artificial Intelligence (AI) with Radio Access Network (RAN) and edge computing, is recommended as a crucial enabling technology for 6G to accommodate intelligent and efficient applications. In this study, we proposed Edge Intelligent Radio Access Network Architecture...
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| Main Authors: | , , , , |
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| Format: | Article |
| Language: | English |
| Published: |
Wiley
2022-01-01
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| Series: | Discrete Dynamics in Nature and Society |
| Online Access: | http://dx.doi.org/10.1155/2022/4955498 |
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| _version_ | 1832561656386813952 |
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| author | Yang Liu Qingtian Wang Haitao Liu Jiaying Zong Fengyi Yang |
| author_facet | Yang Liu Qingtian Wang Haitao Liu Jiaying Zong Fengyi Yang |
| author_sort | Yang Liu |
| collection | DOAJ |
| description | Edge Intelligence, which blends Artificial Intelligence (AI) with Radio Access Network (RAN) and edge computing, is recommended as a crucial enabling technology for 6G to accommodate intelligent and efficient applications. In this study, we proposed Edge Intelligent Radio Access Network Architecture (EIRA) by introducing new intelligence modules, which include broadband edge platforms that allow policies to interact with virtualized RAN for various applications. We also developed a Markov chain-based RAN Intelligence Control (RIC) scheduling policy for allocating intelligence elements. Experimental results justified that the virtualized RAN delivers on its performance promises in terms of throughput, latency, and resource utilization. |
| format | Article |
| id | doaj-art-a40f67214ab843a6929457f2efe87a16 |
| institution | Kabale University |
| issn | 1607-887X |
| language | English |
| publishDate | 2022-01-01 |
| publisher | Wiley |
| record_format | Article |
| series | Discrete Dynamics in Nature and Society |
| spelling | doaj-art-a40f67214ab843a6929457f2efe87a162025-02-03T01:24:37ZengWileyDiscrete Dynamics in Nature and Society1607-887X2022-01-01202210.1155/2022/4955498Edge Intelligence-Based RAN Architecture for 6G Internet of ThingsYang Liu0Qingtian Wang1Haitao Liu2Jiaying Zong3Fengyi Yang4China Telecom Research InstituteChina Telecom Research InstituteChina Telecom Research InstituteChina Telecom Research InstituteChina Telecom Research InstituteEdge Intelligence, which blends Artificial Intelligence (AI) with Radio Access Network (RAN) and edge computing, is recommended as a crucial enabling technology for 6G to accommodate intelligent and efficient applications. In this study, we proposed Edge Intelligent Radio Access Network Architecture (EIRA) by introducing new intelligence modules, which include broadband edge platforms that allow policies to interact with virtualized RAN for various applications. We also developed a Markov chain-based RAN Intelligence Control (RIC) scheduling policy for allocating intelligence elements. Experimental results justified that the virtualized RAN delivers on its performance promises in terms of throughput, latency, and resource utilization.http://dx.doi.org/10.1155/2022/4955498 |
| spellingShingle | Yang Liu Qingtian Wang Haitao Liu Jiaying Zong Fengyi Yang Edge Intelligence-Based RAN Architecture for 6G Internet of Things Discrete Dynamics in Nature and Society |
| title | Edge Intelligence-Based RAN Architecture for 6G Internet of Things |
| title_full | Edge Intelligence-Based RAN Architecture for 6G Internet of Things |
| title_fullStr | Edge Intelligence-Based RAN Architecture for 6G Internet of Things |
| title_full_unstemmed | Edge Intelligence-Based RAN Architecture for 6G Internet of Things |
| title_short | Edge Intelligence-Based RAN Architecture for 6G Internet of Things |
| title_sort | edge intelligence based ran architecture for 6g internet of things |
| url | http://dx.doi.org/10.1155/2022/4955498 |
| work_keys_str_mv | AT yangliu edgeintelligencebasedranarchitecturefor6ginternetofthings AT qingtianwang edgeintelligencebasedranarchitecturefor6ginternetofthings AT haitaoliu edgeintelligencebasedranarchitecturefor6ginternetofthings AT jiayingzong edgeintelligencebasedranarchitecturefor6ginternetofthings AT fengyiyang edgeintelligencebasedranarchitecturefor6ginternetofthings |