4.5 Article

Fundamental Limits of Cache-Aided Interference Management

Journal

IEEE TRANSACTIONS ON INFORMATION THEORY
Volume 63, Issue 5, Pages 3092-3107

Publisher

IEEE-INST ELECTRICAL ELECTRONICS ENGINEERS INC
DOI: 10.1109/TIT.2017.2669942

Keywords

Interference management; caching; wireless networks; degrees of freedom

Funding

  1. NSF CAREER [1408639]
  2. NSF NETS [1419632]
  3. NSF EARS [1411244]
  4. ONR Award [N000141612189]
  5. U.S. Department of Defense (DOD) [N000141612189] Funding Source: U.S. Department of Defense (DOD)
  6. Directorate For Engineering
  7. Div Of Electrical, Commun & Cyber Sys [1411244] Funding Source: National Science Foundation
  8. Division Of Computer and Network Systems
  9. Direct For Computer & Info Scie & Enginr [1419632] Funding Source: National Science Foundation
  10. Division of Computing and Communication Foundations
  11. Direct For Computer & Info Scie & Enginr [1408639] Funding Source: National Science Foundation

Ask authors/readers for more resources

We consider a system, comprising a library of N files (e.g., movies) and a wireless network with a KT transmitters, each equipped with a local cache of size of MT files and a KR receivers, each equipped with a local cache of size of MR files. Each receiver will ask for one of the N files in the library, which needs to be delivered. The objective is to design the cache placement (without prior knowledge of receivers' future requests) and the communication scheme to maximize the throughput of the delivery. In this setting, we show that the sum degrees-of-freedom (sum-DoF) of min {KTMT+KRMR/N, KR} is achievable, and this is within a factor of 2 of the optimum, under uncoded prefetching and one-shot linear delivery schemes. This result shows that (i) the one-shot sum-DoF scales linearly with the aggregate cache size in the network (i.e., the cumulative memory available at all nodes), (ii) the transmitters' caches and receivers' caches contribute equally in the one-shot sum-DoF, and (iii) caching can offer a throughput gain that scales linearly with the size of the network. To prove the result, we propose an achievable scheme that exploits the redundancy of the content at transmitter's caches to cooperatively zero-force some outgoing interference, and availability of the unintended content at the receiver's caches to cancel (subtract) some of the incoming interference. We develop a particular pattern for cache placement that maximizes the overall gains of cache-aided transmit and receive interference cancellations. For the converse, we present an integer optimization problem which minimizes the number of communication blocks needed to deliver any set of requested files to the receivers. We then provide a lower bound on the value of this optimization problem, hence leading to an upper bound on the linear one-shot sum-DoF of the network, which is within a factor of 2 of the achievable sum-DoF.

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