MapReduce 시스템을 위한 에너지 관리 알고리즘의 성능평가

Title
MapReduce 시스템을 위한 에너지 관리 알고리즘의 성능평가
Other Titles
Performance Evaluation of Energy Management Algorithms for MapReduce System
Author(s)
조행래김민기
Keywords
Performance evaluation; Simulation; Large-scale data processing; MapReduce
Issue Date
201404
Publisher
대한임베디드공학회
Citation
대한임베디드공학회논문지, v.9, no.2, pp.109 - 115
Abstract
Analyzing large scale data has become an important activity for many organizations. Since MapReduce is a promising tool for processing the massive data sets, there are increasing studies to evaluate the performance of various algorithms related to MapReduce. In this paper, we first develop a simulation framework that includes MapReduce workload model, data center model, and the model of data access pattern. Then we propose two algorithms that can reduce the energy consumption of MapReduce systems. Using the simulation framework, we evaluate the performance of the proposed algorithms under different application characteristics and configurations of data centers.
URI
http://hdl.handle.net/YU.REPOSITORY/32369http://dx.doi.org/10.14372/IEMEK.2014.9.2.109
ISSN
1975-5066
Appears in Collections:
공과대학 > 컴퓨터공학과 > Articles
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