AoI-Delay Tradeoff in Mobile Edge Caching With Freshness-Aware Content Refreshing

被引:41
作者
Zhang, Shan [1 ,2 ]
Wang, Liudi [1 ,2 ]
Luo, Hongbin [1 ,2 ]
Ma, Xiao [3 ]
Zhou, Sheng [4 ]
机构
[1] Beihang Univ, State Key Lab Software Dev Environm, Sch Comp Sci & Engn, Beijing 100191, Peoples R China
[2] Beihang Univ, Beijing Key Lab Comp Networks, Sch Comp Sci & Engn, Beijing 100191, Peoples R China
[3] Beijing Univ Posts & Telecommun, State Key Lab Networking & Switching Technol, Beijing 100876, Peoples R China
[4] Tsinghua Univ, Dept Elect Engn, Beijing 100084, Peoples R China
关键词
Delays; Wireless communication; Bandwidth; Information age; Temperature measurement; Measurement; Laboratories; Mobile edge caching; age of information (AoI); delay; cache refreshing; content dynamics; INFORMATION; NETWORKS; ACCESS;
D O I
10.1109/TWC.2021.3067002
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
Mobile edge caching can effectively reduce service delay but may introduce information staleness, calling for timely content refreshing. However, content refreshing consumes additional transmission resources and may degrade the delay performance of mobile systems. In this work, we propose a freshness-aware refreshing scheme to balance the service delay and content freshness measured by Age of Information (AoI). Specifically, the cached content items will be refreshed to the up-to-date version upon user requests if the AoI exceeds a certain threshold (named as refreshing window). The average AoI and service delay are derived in closed forms approximately, which reveals an AoI-delay tradeoff relationship with respect to the refreshing window. In addition, the refreshing window is optimized to minimize the average delay while meeting the AoI requirements, and the results indicate to set a smaller refreshing window for the popular content items. Extensive simulations are conducted on the OMNeT++ platform to validate the analytical results. The results indicate that the proposed scheme can restrain frequent refreshing as the request arrival rate increases, whereby the average delay can be reduced by around 80% while maintaining the AoI below one second in heavily-loaded scenarios.
引用
收藏
页码:5329 / 5342
页数:14
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