Caching or No Caching in Dense HetNets

Khoshkholgh, Mohammad G. and Navaie, Keivan and Leung, and Shin, Kang G. and Yanikomeroglu, Halim (2019) Caching or No Caching in Dense HetNets. In: 2019 IEEE Wireless Communications and Networking Conference (WCNC). IEEE. ISBN 9781538676479

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Abstract

Caching the content closer to the user equipments (UEs) in heterogenous cellular networks (HetNets) improves user-perceived Quality-of-Service (QoS) while lowering the operators backhaul usage/costs. Nevertheless, under the current networking strategy that promotes aggressive densification, it is unclear whether cache-enabled HetNets preserve the claimed cost-effectiveness and the potential benefits. This is due to 1) the collective cost of caching which may inevitably exceed the expensive cost of backhaul in a dense HetNet, and 2) the excessive interference which affects the signal reception irrespective of content placement. We analyze these significant, yet overlooked, issues, showing that while densification reduces backhaul load and increases spectral efficiency in cache-enabled dense networks, it simultaneously reduces cache-hit probability and increases the network cost. We then introduce a caching efficiency metric, area spectral efficiency per unit spent cost, and find it enough to cache only about 3% of the content library size in the cache of small-cell base stations. We further show that range expansion, known to be of substantial value in wireless networks, is almost impotent to curb the caching inefficiency. Surprisingly, unlike the conventional wisdom recommending traffic offloading from macro cells to small cells, in cache-enabled HetNets, it is more beneficial to exclude offloading altogether or to do the opposite.

Item Type:
Contribution in Book/Report/Proceedings
ID Code:
131023
Deposited By:
Deposited On:
05 Feb 2019 15:50
Refereed?:
Yes
Published?:
Published
Last Modified:
29 Sep 2020 06:29