A Space-Air-Ground Integrated Network Caching Method Based on Clustering Algorithm Content Popularity Prediction
This paper proposed a new space-air-ground integrated network caching method, that was, cluster based content caching method.Based on the space-air-ground integrated network architecture, this method used the extracted content features to predict the popularity and used it for cache replacement deci...
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| Format: | Article |
| Language: | zho |
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Post&Telecom Press Co.,LTD
2024-03-01
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| Series: | 天地一体化信息网络 |
| Subjects: | |
| Online Access: | http://www.j-sigin.com.cn/zh/article/doi/10.11959/j.issn.2096-8930.2024005/ |
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| _version_ | 1841533871393341440 |
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| author | Chao QIU Chenyang WANG |
| author_facet | Chao QIU Chenyang WANG |
| author_sort | Chao QIU |
| collection | DOAJ |
| description | This paper proposed a new space-air-ground integrated network caching method, that was, cluster based content caching method.Based on the space-air-ground integrated network architecture, this method used the extracted content features to predict the popularity and used it for cache replacement decision.Content popularity prediction was realized based on dynamic clustering algorithm.This method could effectively reduce the pressure on the ground backbone network and further improve the quality of user experience.It evaluated the performance of our method using the open Douban movie review dataset.This dataset could be used to simulate user requests.Experimental simulation results showed the feasibility and effectiveness of the method. |
| format | Article |
| id | doaj-art-1979a9d1daca43bb93e68ee8759e9cf7 |
| institution | Kabale University |
| issn | 2096-8930 |
| language | zho |
| publishDate | 2024-03-01 |
| publisher | Post&Telecom Press Co.,LTD |
| record_format | Article |
| series | 天地一体化信息网络 |
| spelling | doaj-art-1979a9d1daca43bb93e68ee8759e9cf72025-01-15T02:48:40ZzhoPost&Telecom Press Co.,LTD天地一体化信息网络2096-89302024-03-015404759541570A Space-Air-Ground Integrated Network Caching Method Based on Clustering Algorithm Content Popularity PredictionChao QIUChenyang WANGThis paper proposed a new space-air-ground integrated network caching method, that was, cluster based content caching method.Based on the space-air-ground integrated network architecture, this method used the extracted content features to predict the popularity and used it for cache replacement decision.Content popularity prediction was realized based on dynamic clustering algorithm.This method could effectively reduce the pressure on the ground backbone network and further improve the quality of user experience.It evaluated the performance of our method using the open Douban movie review dataset.This dataset could be used to simulate user requests.Experimental simulation results showed the feasibility and effectiveness of the method.http://www.j-sigin.com.cn/zh/article/doi/10.11959/j.issn.2096-8930.2024005/space-air-ground integrated networkcontent cachingpopularity predictioncluster algorithm |
| spellingShingle | Chao QIU Chenyang WANG A Space-Air-Ground Integrated Network Caching Method Based on Clustering Algorithm Content Popularity Prediction 天地一体化信息网络 space-air-ground integrated network content caching popularity prediction cluster algorithm |
| title | A Space-Air-Ground Integrated Network Caching Method Based on Clustering Algorithm Content Popularity Prediction |
| title_full | A Space-Air-Ground Integrated Network Caching Method Based on Clustering Algorithm Content Popularity Prediction |
| title_fullStr | A Space-Air-Ground Integrated Network Caching Method Based on Clustering Algorithm Content Popularity Prediction |
| title_full_unstemmed | A Space-Air-Ground Integrated Network Caching Method Based on Clustering Algorithm Content Popularity Prediction |
| title_short | A Space-Air-Ground Integrated Network Caching Method Based on Clustering Algorithm Content Popularity Prediction |
| title_sort | space air ground integrated network caching method based on clustering algorithm content popularity prediction |
| topic | space-air-ground integrated network content caching popularity prediction cluster algorithm |
| url | http://www.j-sigin.com.cn/zh/article/doi/10.11959/j.issn.2096-8930.2024005/ |
| work_keys_str_mv | AT chaoqiu aspaceairgroundintegratednetworkcachingmethodbasedonclusteringalgorithmcontentpopularityprediction AT chenyangwang aspaceairgroundintegratednetworkcachingmethodbasedonclusteringalgorithmcontentpopularityprediction AT chaoqiu spaceairgroundintegratednetworkcachingmethodbasedonclusteringalgorithmcontentpopularityprediction AT chenyangwang spaceairgroundintegratednetworkcachingmethodbasedonclusteringalgorithmcontentpopularityprediction |