Genetic algorithm‐based content distribution strategy for F‐RAN architectures
Fog radio access network (F‐RAN) architectures provide markedly improved performance compared to conventional approaches. In this paper, an efficient genetic algorithm‐based content distribution scheme is proposed that improves the throughput and reduces the transmission delay of a F‐RAN. First, an...
| Main Authors: | , , , , , |
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| Format: | Article |
| Language: | English |
| Published: |
Electronics and Telecommunications Research Institute (ETRI)
2019-03-01
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| Series: | ETRI Journal |
| Subjects: | |
| Online Access: | https://doi.org/10.4218/etrij.2018-0254 |
| _version_ | 1828970403302735872 |
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| author | Xujie Li Ziya Wang Ying Sun Siyuan Zhou Yanli Xu Guoping Tan |
| author_facet | Xujie Li Ziya Wang Ying Sun Siyuan Zhou Yanli Xu Guoping Tan |
| author_sort | Xujie Li |
| collection | DOAJ |
| description | Fog radio access network (F‐RAN) architectures provide markedly improved performance compared to conventional approaches. In this paper, an efficient genetic algorithm‐based content distribution scheme is proposed that improves the throughput and reduces the transmission delay of a F‐RAN. First, an F‐RAN system model is presented that includes a certain number of randomly distributed fog access points (F‐APs) that cache popular content from cloud and other sources. Second, the problem of efficient content distribution in F‐RANs is described. Third, the details of the proposed optimal genetic algorithm‐based content distribution scheme are presented. Finally, simulation results are presented that show the performance of the proposed algorithm rapidly approaches the optimal throughput. When compared with the performance of existing random and exhaustive algorithms, that of the proposed method is demonstrably superior. |
| first_indexed | 2024-12-14T12:50:07Z |
| format | Article |
| id | doaj.art-a24a28f125ad43eb9316d6b29c280a6c |
| institution | Directory Open Access Journal |
| issn | 1225-6463 |
| language | English |
| last_indexed | 2024-12-14T12:50:07Z |
| publishDate | 2019-03-01 |
| publisher | Electronics and Telecommunications Research Institute (ETRI) |
| record_format | Article |
| series | ETRI Journal |
| spelling | doaj.art-a24a28f125ad43eb9316d6b29c280a6c2022-12-21T23:00:42ZengElectronics and Telecommunications Research Institute (ETRI)ETRI Journal1225-64632019-03-0141334835710.4218/etrij.2018-025410.4218/etrij.2018-0254Genetic algorithm‐based content distribution strategy for F‐RAN architecturesXujie LiZiya WangYing SunSiyuan ZhouYanli XuGuoping TanFog radio access network (F‐RAN) architectures provide markedly improved performance compared to conventional approaches. In this paper, an efficient genetic algorithm‐based content distribution scheme is proposed that improves the throughput and reduces the transmission delay of a F‐RAN. First, an F‐RAN system model is presented that includes a certain number of randomly distributed fog access points (F‐APs) that cache popular content from cloud and other sources. Second, the problem of efficient content distribution in F‐RANs is described. Third, the details of the proposed optimal genetic algorithm‐based content distribution scheme are presented. Finally, simulation results are presented that show the performance of the proposed algorithm rapidly approaches the optimal throughput. When compared with the performance of existing random and exhaustive algorithms, that of the proposed method is demonstrably superior.https://doi.org/10.4218/etrij.2018-0254content distributionfog networkgenetic algorithmnext‐generation access networkthroughput analysis |
| spellingShingle | Xujie Li Ziya Wang Ying Sun Siyuan Zhou Yanli Xu Guoping Tan Genetic algorithm‐based content distribution strategy for F‐RAN architectures ETRI Journal content distribution fog network genetic algorithm next‐generation access network throughput analysis |
| title | Genetic algorithm‐based content distribution strategy for F‐RAN architectures |
| title_full | Genetic algorithm‐based content distribution strategy for F‐RAN architectures |
| title_fullStr | Genetic algorithm‐based content distribution strategy for F‐RAN architectures |
| title_full_unstemmed | Genetic algorithm‐based content distribution strategy for F‐RAN architectures |
| title_short | Genetic algorithm‐based content distribution strategy for F‐RAN architectures |
| title_sort | genetic algorithm based content distribution strategy for f ran architectures |
| topic | content distribution fog network genetic algorithm next‐generation access network throughput analysis |
| url | https://doi.org/10.4218/etrij.2018-0254 |
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