201. Dynamics Analysis Model for Energy Efficient Distributed Storage Systems.
- Author
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Ge, Xiongzi, Feng, Dan, Lu, Chengtao, Jin, Chao, and Jiao, Hui
- Subjects
ENERGY consumption ,CELLULAR automata ,DYNAMIC models ,OBJECT-oriented methods (Computer science) ,HEURISTIC algorithms ,SCALABILITY ,SIMULATION methods & models - Abstract
Abstract: This paper presents a theoretical and experimental framework based on dynamics to model and analyze energy efficient distributed storage systems. A dynamics analysis model based on Cellular Automata (CA), called DSSCA, is proposed to evaluate distributed Object-based Storage (OBS) systems. DSSCA can have either finite or infinite size with high scalability. Each node represents an Object-based Device (OSD) and can communicate with the neighbor nodes autonomously and perform tasks independently without a centralized control. Moreover, simple energy efficient rules can be adopted by each node and then global behaviors emerge from the evolution and interaction of multiple individuals. To evaluate the intelligence of the system to changes of external behaviors, we proposed a heuristic power-aware mechanism. Each node has a write request queue, the length of which changes dynamically with access intensity and node throughput. In the simulation, we observe an appropriate threshold could both guarantee performance and save power. [Copyright &y& Elsevier]
- Published
- 2011
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