Conserving disk energy in network servers
ICS '03 Proceedings of the 17th annual international conference on Supercomputing
DRPM: dynamic speed control for power management in server class disks
Proceedings of the 30th annual international symposium on Computer architecture
Energy conservation techniques for disk array-based servers
Proceedings of the 18th annual international conference on Supercomputing
Queue - Multiprocessors
Hibernator: helping disk arrays sleep through the winter
Proceedings of the twentieth ACM symposium on Operating systems principles
Adaptive Object Placement in Object-Based Storage Systems with Minimal Blocking Probability
AINA '06 Proceedings of the 20th International Conference on Advanced Information Networking and Applications - Volume 01
PARAID: A gear-shifting power-aware RAID
ACM Transactions on Storage (TOS)
SEA: A Striping-Based Energy-Aware Strategy for Data Placement in RAID-Structured Storage Systems
IEEE Transactions on Computers
Write off-loading: Practical power management for enterprise storage
ACM Transactions on Storage (TOS)
Future Generation Computer Systems
GreenCloud: a new architecture for green data center
ICAC-INDST '09 Proceedings of the 6th international conference industry session on Autonomic computing and communications industry session
Low power mode in cloud storage systems
IPDPS '09 Proceedings of the 2009 IEEE International Symposium on Parallel&Distributed Processing
A file assignment strategy independent of workload characteristic assumptions
ACM Transactions on Storage (TOS)
Energy proportionality for storage: impact and feasibility
ACM SIGOPS Operating Systems Review
On the energy (in)efficiency of Hadoop clusters
ACM SIGOPS Operating Systems Review
Towards energy proportional cloud for data processing frameworks
SustainIT'10 Proceedings of the First USENIX conference on Sustainable information technology
CDRM: A Cost-Effective Dynamic Replication Management Scheme for Cloud Storage Cluster
CLUSTER '10 Proceedings of the 2010 IEEE International Conference on Cluster Computing
The Hadoop Distributed File System
MSST '10 Proceedings of the 2010 IEEE 26th Symposium on Mass Storage Systems and Technologies (MSST)
Energy proportionality for disk storage using replication
Proceedings of the 14th International Conference on Extending Database Technology
IEEE Transactions on Very Large Scale Integration (VLSI) Systems
An adaptive model-free resource and power management approach for multi-tier cloud environments
Journal of Systems and Software
Job allocation strategies for energy-aware and efficient Grid infrastructures
Journal of Systems and Software
Future Generation Computer Systems
Concurrency and Computation: Practice & Experience
A Toolkit for Modeling and Simulating Cloud Data Storage: An Extension to CloudSim
ICCECT '12 Proceedings of the 2012 International Conference on Control Engineering and Communication Technology
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In the running process of cloud data center, the idle data nodes will generate a large amount of unnecessary energy consumption. Furthermore, the resource misallocation will also cause a great waste of energy. This paper proposes a three-phase energy-saving strategy named TPES in order to save energy and operational costs for cloud suppliers. The three phases are replica management based on variable replication factor, cluster reconfiguration according to the optimal total costs and state transition based on observed and predicted workloads. These three phases save energy for the system at different levels which enhance the adaptability of our strategy. We evaluate our strategy using the expanded CloudSim toolkit and the results show that the proposed strategy achieves better energy reduction under different conditions in comparison with the existing schemes.