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| Content Provider | IET Digital Library |
|---|---|
| Author | Tang, Qinqin Xie, Renchao Huang, Tao Liu, Yunjie |
| Abstract | Caching in mobile networks can reduce the redundant data transmission and cope with the challenge of the explosive growth of mobile data traffic. It has been considered as a promising technology in 5G networks and has been attracting a lot of attention in recent years. Although many existing works have addressed the content placement problem or the cache optimisation problem, most of them do not consider the issue of hierarchical collaborative caching. Collaborative caching can further alleviate the traffic pressure and reduce the user-perceived latency by reducing duplicate content transmission. Therefore, in this study, the authors consider a hierarchical collaborative caching framework with the cache deployment at the distributed gateway and mobile edge computing servers, and then design a novel caching strategy based on this framework. They formulate the hierarchical collaborative content placement problem as an optimisation problem to maximise the latency saving under the constraint of limited cache capacity. Since finding the optimal solution is an NP-hard problem, they propose a genetic placement algorithm to find the near-optimal solution to reduce the computation complexity. Numerical experiment results show that the proposed algorithms can significantly improve the performance compared with the reference algorithms. |
| Starting Page | 2357 |
| Ending Page | 2365 |
| Page Count | 9 |
| ISSN | 17518628 |
| Volume Number | 12 |
| e-ISSN | 17518636 |
| Issue Number | Issue 18, Nov (2018) |
| Alternate Webpage(s) | https://digital-library.theiet.org/content/journals/iet-com/12/18 |
| Alternate Webpage(s) | https://digital-library.theiet.org/content/journals/10.1049/iet-com.2018.5553 |
| Journal | IET Communications |
| Publisher Date | 2018-08-15 |
| Access Restriction | Open |
| Rights Holder | © The Institution of Engineering and Technology |
| Subject Keyword | 5G Mobile Communication 5G Networks Cache Capacity Cache Deployment Cache Optimisation Problem Cache Storage Computational Complexity Computer Communication Computer Network And Technique Distributed Gateway Duplicate Content Transmission Reduction File Organisation Genetic Algorithm Genetic Placement Algorithm Hierarchical Collaborative Caching Framework Hierarchical Collaborative Content Placement Problem Internetworking Mobile Computing Mobile Data Traffic Mobile Edge Computing Servers Mobile Network Mobile Radio System Novel Caching Strategy NP-hard Problem Optimisation Technique Redundant Data Transmission Telecommunication Traffic Traffic Pressure User-perceived Latency Reduction |
| Content Type | Text |
| Resource Type | Article |
| Subject | Electrical and Electronic Engineering Computer Science Applications |
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