IEEE Transactions on Wireless Communications · 2018 · 37 citations · 28 references
ComputingComputer ScienceComputer SystemsComputer NetworksMobile ComputingWireless CommunicationsCachingCoding TheoryMobile CommunicationMobile NetworkingMobile NetworksWireless NetworksApproximation GuaranteesCache Size OptimizationCaching-assisted Device-to-device CommunicationCapacity OptimizationCoded CachingMds CodesNetwork Load BalancingWireless Network Performance
We consider the caching of content in the mobile devices in a dense wireless network using maximum distance separable (MDS) codes. We focus on an area, served by a base station (BS), where mobile devices move around according to a random mobility model. Users requesting a particular file download the coded packets from caching devices within a communication range using device-to-device communication. If additional packets are required to decode the file, these are downloaded from the BS. We analyze the device mobility and derive a good approximation of the distribution of caching devices within the communication range of mobile devices at any given time. We then optimize the MDS codes to minimize the network load under a cache size constraint and show that using optimized MDS codes results in significantly lower network load compared to when caching the most popular files. We further show, numerically, that caching coded packets of each file on all mobile devices, i.e., maximal spreading, is optimal.
28
The capacity of wireless networks
Piyush Gupta, P. R. Kumar · IEEE Transactions on Information Theory · 2000 · 8.4K citations
Jeffrey G. Andrews, Stefano Buzzi, Wan Choi et al. · IEEE Journal on Selected Areas in Communications · 2014 · 8.2K citations · Full text
Five disruptive technology directions for 5G
Federico Boccardi, Robert W. Heath, Angel Lozano et al. · IEEE Communications Magazine · 2014 · 3.8K citations · Full text
Computing, Electrical Engineering, Information Technology +17
Web caching and Zipf-like distributions: evidence and implications
Lee Breslau, Pei Cao, Fan Li et al. · 1999 · 3.5K citations
Mohammad Ali Maddah-Ali, Urs Niesen · IEEE Transactions on Information Theory · 2014 · 1.8K citations