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논문검색

Optimization Model of Reliable Data Storage in Cloud Environment Using Genetic Algorithm

초록

영어

Massive data storage is one of the great challenges for cloud computing service, and reliable storage of sensitive data directly affects quality of storage service. In this paper, based on analysis of data storage process in cloud environment, the cost of massive data storage is considered to be comprised of data storage price, data migration and communication; and the storage reliability consists of data transmission reliability and hardware dependability. A multi-objective optimization model for reliable massive storage is proposed, in which storage cost and reliability are the objectives. Then, a genetic algorithm for solving the model is designed. Finally, experimental results indicate that the proposed model is positive and effective.

목차

Abstract
 1. Introduction
 2. Problem Analysis
  2.1. Risk Analysis of Data Resources in Cloud Storage Environment
  2.2. DC (Data Center)
 3. Model Establishment
  3.1. Assumptions
  3.2. Storage Cost
  3.3. Migration Cost
  3.4. Communication Cost
  3.5. Total Cost for Storage
  3.6. Reliability of Data Storage
 4. Mathematical Model
  4.1. Objective Analysis
  4.2. Constraints
  4.3. Multi-objective Optimization Model
 5. GA for Solving Multi-Objective Optimization
  5.1. Flow of GA
  5.2. Solution Algorithm
 6. Simulation Experiment
  6.1. Experiment Setup
  6.2. Analysis of Experimental Results
 7. Conclusion
 Acknowledgement
 References

저자정보

  • Feng Liu National Time Service Center, Chinese Academy of Sciences, 3 East Shuyuan Road, Xi’an 710600, China, University of Chinese Academy of Sciences, 19A Yuquan Road, Beijing 100049, China, Key Laboratory of Precision Navigation and Timing Technology, Chinese Academy of Sciences, 3 East Shuyuan Road, Xi’an 710600, China
  • Haitao Wu National Time Service Center, Chinese Academy of Sciences, 3 East Shuyuan Road, Xi’an 710600, China, Key Laboratory of Precision Navigation and Timing Technology, Chinese Academy of Sciences, 3 East Shuyuan Road, Xi’an 710600, China
  • Xiaochun Lu National Time Service Center, Chinese Academy of Sciences, 3 East Shuyuan Road, Xi’an 710600, China, Key Laboratory of Precision Navigation and Timing Technology, Chinese Academy of Sciences, 3 East Shuyuan Road, Xi’an 710600, China
  • Xiyang Liu Xidian University, 2 South Taibai Road, Xi’an 710071, China

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