Joint Pushing and Caching for Bandwidth Utilization Maximization in Wireless Networks

Yaping Sun, Ying Cui, Hui Liu

Research output: Contribution to journalConference article published in journalpeer-review

Abstract

Joint pushing and caching is recognized as an efficient remedy to the problem of spectrum scarcity incurred by tremendous mobile data traffic. In this paper, by exploiting storage resources at end-users and predictability of user demand processes, we design the optimal joint pushing and caching to maximize bandwidth utilization, which is one of the most important concerns of network operators. In particular, we formulate the stochastic optimization problem as an infinite horizon average cost Markov Decision Process (MDP). By structural analysis, we show how the optimal policy achieves a balance between the current transmission cost and the future average transmission cost. In addition, we show that the optimal average transmission cost decreases with the cache size, revealing a tradeoff between the cache size and the bandwidth utilization. Due to the fact that obtaining a numerical optimal solution suffers the curse of dimensionality and implementing it requires a centralized controller and global system information, we develop a decentralized policy of polynomial complexity with the numbers of users and files as well as the cache size, by a linear approximation of the value function and optimization relaxation techniques. We also propose an online decentralized algorithm to implement the proposed low-complexity decentralized policy when priori knowledge of user demand processes is not available. Finally, using numerical results, we demonstrate the advantage of the proposed solutions over some existing designs.

Original languageEnglish
Pages (from-to)1-7
Number of pages7
JournalProceedings - IEEE Global Communications Conference, GLOBECOM
Volume2018-January
DOIs
Publication statusPublished - 2017
Externally publishedYes
Event2017 IEEE Global Communications Conference, GLOBECOM 2017 - Singapore, Singapore
Duration: 4 Dec 20178 Dec 2017

Bibliographical note

Publisher Copyright:
© 2017 IEEE.

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