Title :
A framework for efficient evaluation of the fault tolerance of deduplicated storage systems
Author :
Rozier, Eric William Davis ; Sanders, William H.
Author_Institution :
Coordinated Sci. Lab., Univ. of Illinois at Urbana-Champaign, Urbana, IL, USA
Abstract :
In this paper we present a framework for analyzing the fault tolerance of deduplicated storage systems. We discuss methods for building models of deduplicated storage systems by analyzing empirical data on a file category basis. We provide an algorithm for generating component-based models from this information and a specification of the storage system architecture. Given the complex nature of detailed models of deduplicated storage systems, finding a solution using traditional discrete event simulation or numerical solvers can be difficult. We introduce an algorithm which allows for a more efficient solution by exploiting the underlying structure of dependencies to decompose the model of the storage system. We present a case study of our framework for a real system.We analyze a production deduplicated storage system and propose extensions which improve fault tolerance while maintaining high storage efficiency.
Keywords :
data analysis; fault tolerant computing; formal specification; storage management; component-based model generation; deduplicated storage systems; discrete event simulation; empirical data analysis; fault tolerance evaluation; file category; numerical solvers; storage system architecture specification; Data models; Fault tolerance; Fault tolerant systems; Maintenance engineering; Numerical models; Random variables; decomposition; deduplication; reliability; simulation; storage;
Conference_Titel :
Dependable Systems and Networks (DSN), 2012 42nd Annual IEEE/IFIP International Conference on
Conference_Location :
Boston, MA
Print_ISBN :
978-1-4673-1624-8
Electronic_ISBN :
1530-0889
DOI :
10.1109/DSN.2012.6263921