Title :
Collaborative caching for multicell-coordinated systems
Author :
Khreishah, Abdallah ; Chakareski, Jacob
Author_Institution :
Electr. & Comput. Eng. Dept., New Jersey Inst. of Technol., Newark, NJ, USA
fDate :
April 26 2015-May 1 2015
Abstract :
Cellular networks have become a major Internet gateway over which online video is increasingly accessed. Data caching in cellular networks brings the accessed content closer to the requesting clients, thus enhancing simultaneously the performance of the video application and the operational efficiency of the cellular network. State-of-the-art caching schemes for cellular networks either employ traditional approaches such as Least Recently Used (LRU) caching or optimize the cache placement at each base station independently. We study the problem of collaborative content caching among base stations such that their aggregate operational cost is minimized or the profit earned by the service provider is maximized, given their caching capacity constraints. We distinguish between two cases: (i) non-coded data in which a content item is either stored at a base station or not, and (ii) coded data, where segments of the fountain or network coded content item are stored at multiple base stations. For the non-coded case, we derive an integer programming formulation and prove its NP-completeness. We also design a fully polynomial-time approximation algorithm for solving the problem of interest. For the coded case, we derive a linear program formulation that can be solved in polynomial time. Our simulation results show that the proposed collaborative caching schemes provide considerable advances over non-collaborative competitors.
Keywords :
cache storage; cellular radio; computational complexity; data communication; integer programming; linear programming; network coding; polynomial approximation; Internet gateway; NP-completeness; base station; cellular network; collaborative content caching capacity constraint; data caching; integer programming formulation; linear program formulation; multicell coordinated system; network coded data; network noncoded data; polynomial time approximation algorithm; state-of-the-art caching scheme; video application; Approximation algorithms; Approximation methods; Base stations; Collaboration; Encoding; Energy consumption; Internet; Multicell-coordinated systems; caching; cellular networks; collaborative caching; heterogeneous networks;
Conference_Titel :
Computer Communications Workshops (INFOCOM WKSHPS), 2015 IEEE Conference on
Conference_Location :
Hong Kong
DOI :
10.1109/INFCOMW.2015.7179394