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Successful offloading probability analysis in device-to-device caching network based on stochastic geometry
LONG Yanshan, FU Qinxue, GUO Jibin, ZHANG Mengqi, CAI Yueming
Journal of Computer Applications    2019, 39 (8): 2346-2353.   DOI: 10.11772/j.issn.1001-9081.2019010141
Abstract493)      PDF (1192KB)(262)       Save
In the Device-to-Device (D2D) caching network where mobile user terminals are all cache-enabled, the spatial distributions of all users were modeled as the Homogeneous Poisson Point Processes (HPPP). On this basis, combined with the randomness of content caching and requesting, the network interference was analyzed exactly and then approximately under specific scenarios. Considering that the D2D caching technique has the dual characteristics of both caching at terminals and D2D communications, which means that the content offloadeding includes self-offloading way and D2D-offloading way, and the content transmission has to meet the constraints of received Signal-to-Interference Ratio (SIR) and D2D maximal communication distance simultaneously, the closed-form expressions of Successful Offloading Probability (SOP) of the random D2D caching network was deducted. Simulation results show that the proposed SOP is a general metric and can be reduced to the special cases of existing research results. For example, when the users are distributed densely and the D2D maximal communication distance is relatively large, the SOP is reduced to the Successful Transmission Probability (STP) without considering the D2D distance constraint.
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Cache placement optimization scheme in D2D networks with heterogeneous cache capacity
LONG Yanshan, WU Dan, CAI Yueming, WANG Meng, GUO Jibin
Journal of Computer Applications    2018, 38 (5): 1453-1457.   DOI: 10.11772/j.issn.1001-9081.2017112710
Abstract604)      PDF (885KB)(420)       Save
Limited and heterogeneous cache capacity is one of the key parameters which affect the cache efficiency in Device-to-Device (D2D) caching networks. However, most of existing literatures assume all users have homogeneous cache capability. In this regard, cache placement optimization is necessary for practical scenarios with heterogeneous cache capacities. Considering the mobility and random distribution of terminal users, users with different cache capacities were modeled as mutually independent homogeneous Poisson point processes with stochastic geometry. Moreover, the average cache hit ratio was derived with considering both self-offloading and D2D-offloading cases. Finally, a Joint Cache Placement (JCP) algorithm based on coordinate gradient optimization was proposed to obtain the optimal cache placement scheme which can maximize the cache hit ratio. Simulation results show that the proposed JCP can achieve larger cache hit ratio than the existing cache placement schemes.
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