Title :
Approximate Models for General Cache Networks
Author :
Rosensweig, Elisha J. ; Kurose, Jim ; Towsley, Don
Author_Institution :
Dept. of Comput. Sci., Univ. of Massachusetts, Amherst, MA, USA
Abstract :
Many systems employ caches to improve performance. While isolated caches have been studied in-depth, multi-cache systems are not well understood, especially in networks with arbitrary topologies. In order to gain insight into and manage these systems, a low-complexity algorithm for approximating their behavior is required. We propose a new algorithm, termed a-Net, that approximates the behavior of multi-cache networks by leveraging existing approximation algorithms for isolated LRU caches. We demonstrate the utility of a-Net using both per- cache and network-wide performance measures. We also perform factor analysis of the approximation error to identify system parameters that determine the precision of a-Net.
Keywords :
approximation theory; cache storage; communication complexity; parameter estimation; LRU caches; a-NET; approximate models; approximation algorithms; approximation error; general multicache networks; low-complexity algorithm; multicache systems; system parameter identification; Approximation algorithms; Approximation error; Communications Society; Computer networks; Computer science; File systems; IP networks; Network topology; Performance analysis; Proposals;
Conference_Titel :
INFOCOM, 2010 Proceedings IEEE
Conference_Location :
San Diego, CA
Print_ISBN :
978-1-4244-5836-3
DOI :
10.1109/INFCOM.2010.5461936