Content caching based on mobility prediction and joint user Prefetch in Mobile edge networks
被引:45
作者:
Yu, Genghua
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机构:
Cent South Univ, Sch Comp Sci & Engn, Chang Sha 410075, Hu Nan, Peoples R ChinaCent South Univ, Sch Comp Sci & Engn, Chang Sha 410075, Hu Nan, Peoples R China
Yu, Genghua
[1
]
Wu, Jia
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Cent South Univ, Sch Comp Sci & Engn, Chang Sha 410075, Hu Nan, Peoples R ChinaCent South Univ, Sch Comp Sci & Engn, Chang Sha 410075, Hu Nan, Peoples R China
Wu, Jia
[1
]
机构:
[1] Cent South Univ, Sch Comp Sci & Engn, Chang Sha 410075, Hu Nan, Peoples R China
With the development of 5G mobile networks, people's demand for network response speed and services has increased to meet the needs of a large amount of data traffic, reduce the backhaul load caused by frequently requesting the same data (or content). The file is pre-stored in the base station by the edge device, and the user can directly obtain the requested data in the local cache without remotely. However, changes in popularity are difficult to capture, and data is updated more frequently through the backhaul. In order to reduce the number of backhauls and provide caching services for users with specific needs, we can provide proactive caching with users without affecting user activity. We propose a content caching strategy based on mobility prediction and joint user prefetching (MPJUP). The policy predicts the prefetching device data by predicting the user's movement position with respect to time by the mobility of the user and then splits the partial cache space for prefetching data based on the user experience gain. Besides, we propose to reduce the backhaul load by reducing the number of content backhauls by cooperating prefetch data between the user and the edge cache device. Experimental analysis shows that our method further reduces the average delay and backhaul load, and the prefetch method is also suitable for more extensive networks.
机构:
China Acad Telecommun Technol, State Key Lab Wireless Mobile Commun, Beijing, Peoples R ChinaChina Acad Telecommun Technol, State Key Lab Wireless Mobile Commun, Beijing, Peoples R China
Chen, Shanzhi
;
Qin, Fei
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China Acad Telecommun Technol, State Key Lab Wireless Mobile Commun, Beijing, Peoples R ChinaChina Acad Telecommun Technol, State Key Lab Wireless Mobile Commun, Beijing, Peoples R China
Qin, Fei
;
Hu, Bo
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机构:
Beijing Univ Posts & Telecommun, State Key Lab Networking & Switching Technol, Beijing, Peoples R ChinaChina Acad Telecommun Technol, State Key Lab Wireless Mobile Commun, Beijing, Peoples R China
Hu, Bo
;
Li, Xi
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机构:
Beijing Univ Posts & Telecommun, Beijing, Peoples R ChinaChina Acad Telecommun Technol, State Key Lab Wireless Mobile Commun, Beijing, Peoples R China
Li, Xi
;
Chen, Zhonglin
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机构:
Beijing Univ Posts & Telecommun, State Key Lab Networking & Switching Technol, Beijing, Peoples R ChinaChina Acad Telecommun Technol, State Key Lab Wireless Mobile Commun, Beijing, Peoples R China
机构:
Univ Paris Sud, CNRS, Cent Supelec, Lab Signaux & Syst, Gif Sur Yvette, France
Linkoping Univ, Dept Elect Engn ISY, Linkoping, SwedenUniv Paris Sud, CNRS, Cent Supelec, Lab Signaux & Syst, Gif Sur Yvette, France
Chen, Zheng
;
Lee, Jemin
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机构:
Daegu Gyeongbuk Inst Sci & Technol, Dept Informat & Commun Engn, Daegu, South KoreaUniv Paris Sud, CNRS, Cent Supelec, Lab Signaux & Syst, Gif Sur Yvette, France
Lee, Jemin
;
Quek, Tony Q. S.
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机构:
Singapore Univ Technol & Design, Singapore, SingaporeUniv Paris Sud, CNRS, Cent Supelec, Lab Signaux & Syst, Gif Sur Yvette, France
Quek, Tony Q. S.
;
Kountouris, Marios
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机构:
Huawei Technol France SASU, France Res Ctr, Math & Algorithm Sci Lab, F-92100 Boulogne, FranceUniv Paris Sud, CNRS, Cent Supelec, Lab Signaux & Syst, Gif Sur Yvette, France
机构:
China Acad Telecommun Technol, State Key Lab Wireless Mobile Commun, Beijing, Peoples R ChinaChina Acad Telecommun Technol, State Key Lab Wireless Mobile Commun, Beijing, Peoples R China
Chen, Shanzhi
;
Qin, Fei
论文数: 0引用数: 0
h-index: 0
机构:
China Acad Telecommun Technol, State Key Lab Wireless Mobile Commun, Beijing, Peoples R ChinaChina Acad Telecommun Technol, State Key Lab Wireless Mobile Commun, Beijing, Peoples R China
Qin, Fei
;
Hu, Bo
论文数: 0引用数: 0
h-index: 0
机构:
Beijing Univ Posts & Telecommun, State Key Lab Networking & Switching Technol, Beijing, Peoples R ChinaChina Acad Telecommun Technol, State Key Lab Wireless Mobile Commun, Beijing, Peoples R China
Hu, Bo
;
Li, Xi
论文数: 0引用数: 0
h-index: 0
机构:
Beijing Univ Posts & Telecommun, Beijing, Peoples R ChinaChina Acad Telecommun Technol, State Key Lab Wireless Mobile Commun, Beijing, Peoples R China
Li, Xi
;
Chen, Zhonglin
论文数: 0引用数: 0
h-index: 0
机构:
Beijing Univ Posts & Telecommun, State Key Lab Networking & Switching Technol, Beijing, Peoples R ChinaChina Acad Telecommun Technol, State Key Lab Wireless Mobile Commun, Beijing, Peoples R China
机构:
Univ Paris Sud, CNRS, Cent Supelec, Lab Signaux & Syst, Gif Sur Yvette, France
Linkoping Univ, Dept Elect Engn ISY, Linkoping, SwedenUniv Paris Sud, CNRS, Cent Supelec, Lab Signaux & Syst, Gif Sur Yvette, France
Chen, Zheng
;
Lee, Jemin
论文数: 0引用数: 0
h-index: 0
机构:
Daegu Gyeongbuk Inst Sci & Technol, Dept Informat & Commun Engn, Daegu, South KoreaUniv Paris Sud, CNRS, Cent Supelec, Lab Signaux & Syst, Gif Sur Yvette, France
Lee, Jemin
;
Quek, Tony Q. S.
论文数: 0引用数: 0
h-index: 0
机构:
Singapore Univ Technol & Design, Singapore, SingaporeUniv Paris Sud, CNRS, Cent Supelec, Lab Signaux & Syst, Gif Sur Yvette, France
Quek, Tony Q. S.
;
Kountouris, Marios
论文数: 0引用数: 0
h-index: 0
机构:
Huawei Technol France SASU, France Res Ctr, Math & Algorithm Sci Lab, F-92100 Boulogne, FranceUniv Paris Sud, CNRS, Cent Supelec, Lab Signaux & Syst, Gif Sur Yvette, France