邓娜

个人信息Personal Information

副教授

硕士生导师

性别:女

毕业院校:中国科学技术大学

学位:博士

所在单位:信息与通信工程学院

办公地点:创新园大厦B0413

电子邮箱:dengna@dlut.edu.cn

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The Benefits of Hybrid Caching in Gauss-Poisson D2D Networks

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论文类型:期刊论文

第一作者:Deng, Na

通讯作者:Deng, N (reprint author), Dalian Univ Technol, Sch Informat & Commun Engn, Dalian 116024, Peoples R China.

合写作者:Haenggi, Martin

发表时间:2018-06-01

发表刊物:IEEE JOURNAL ON SELECTED AREAS IN COMMUNICATIONS

收录刊物:SCIE

卷号:36

期号:6

页面范围:1217-1230

ISSN号:0733-8716

关键字:Stochastic geometry; Gauss-Poisson process; device caching; D2D networks; hybrid caching; offloading gain

摘要:Device caching has recently been proposed as an efficient way to offload traffic from congested cellular networks. However, previous works usually ignore the fact that, in practice, the user device may not be willing to help others due to the limited battery capacity. In this paper, we introduce cooperation among the device-to-device (D2D) transmitters and propose two novel hybrid caching strategies-single-point caching combined with two-point cooperative caching with joint transmission (SPC-CC,IT) or multi-stream transmission (SPC-CCMT)- aiming at saving the energy cost of content deliverers. Using tools from stochastic geometry, we propose an analytical framework of the hybrid caching strategies by modeling the locations of the D2D transmitters as a Gauss-Poisson process (GPP) to accurately capture the clustering and cooperative behaviors. First, we consider a probabilistic caching placement and optimize the caching distribution to maximize the cache hit probability. Second, to compare the performance between different content delivery strategies, we derive the success probability and peruser capacity for SPC, CCJT, and CCMT, respectively. These results are then applied to evaluate the offloading gain and the distribution of the content retrieval delay for SPC-CCIT and SPC-CCMT in the GPP-based D2D networks. It turns out that significant offloading gain and delay improvement can be achieved by hybrid caching with cooperation while the energy cost of each cooperator is kept low.