A case for redundant arrays of inexpensive disks (RAID)
SIGMOD '88 Proceedings of the 1988 ACM SIGMOD international conference on Management of data
The HP AutoRAID hierarchical storage system
SOSP '95 Proceedings of the fifteenth ACM symposium on Operating systems principles
A dynamic disk spin-down technique for mobile computing
MobiCom '96 Proceedings of the 2nd annual international conference on Mobile computing and networking
Automated hoarding for mobile computers
Proceedings of the sixteenth ACM symposium on Operating systems principles
A self-scaling and self-configuring benchmark for Web servers (extended abstract)
SIGMETRICS '98/PERFORMANCE '98 Proceedings of the 1998 ACM SIGMETRICS joint international conference on Measurement and modeling of computer systems
Deciding when to forget in the Elephant file system
Proceedings of the seventeenth ACM symposium on Operating systems principles
Managing energy and server resources in hosting centers
SOSP '01 Proceedings of the eighteenth ACM symposium on Operating systems principles
High-Performance Web Site Design Techniques
IEEE Internet Computing
Adaptive Disk Spin-down Policies for Mobile Computers
MLICS '95 Proceedings of the 2nd Symposium on Mobile and Location-Independent Computing
Massive arrays of idle disks for storage archives
Proceedings of the 2002 ACM/IEEE conference on Supercomputing
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
PB-LRU: a self-tuning power aware storage cache replacement algorithm for conserving disk energy
Proceedings of the 18th annual international conference on Supercomputing
Reducing Energy Consumption of Disk Storage Using Power-Aware Cache Management
HPCA '04 Proceedings of the 10th International Symposium on High Performance Computer Architecture
Hibernator: helping disk arrays sleep through the winter
Proceedings of the twentieth ACM symposium on Operating systems principles
Proceedings of the twentieth ACM symposium on Operating systems principles
EERAID: energy efficient redundant and inexpensive disk array
Proceedings of the 11th workshop on ACM SIGOPS European workshop
Program Counter-Based Prediction Techniques for Dynamic Power Management
IEEE Transactions on Computers
Exploiting redundancy to conserve energy in storage systems
SIGMETRICS '06/Performance '06 Proceedings of the joint international conference on Measurement and modeling of computer systems
Proceedings of the 1st ACM SIGOPS/EuroSys European Conference on Computer Systems 2006
Design and implementation of power-aware virtual memory
ATEC '03 Proceedings of the annual conference on USENIX Annual Technical Conference
Making scheduling "cool": temperature-aware workload placement in data centers
ATEC '05 Proceedings of the annual conference on USENIX Annual Technical Conference
Drive-Thru: fast, accurate evaluation of storage power management
ATEC '05 Proceedings of the annual conference on USENIX Annual Technical Conference
Ursa minor: versatile cluster-based storage
FAST'05 Proceedings of the 4th conference on USENIX Conference on File and Storage Technologies - Volume 4
Trading capacity for performance in a disk array
OSDI'00 Proceedings of the 4th conference on Symposium on Operating System Design & Implementation - Volume 4
Energy-efficiency and storage flexibility in the blue file system
OSDI'04 Proceedings of the 6th conference on Symposium on Opearting Systems Design & Implementation - Volume 6
Using utility to provision storage systems
FAST'08 Proceedings of the 6th USENIX Conference on File and Storage Technologies
Storage modeling for power estimation
SYSTOR '09 Proceedings of SYSTOR 2009: The Israeli Experimental Systems Conference
Energy Smart Management of Scientific Data
SSDBM 2009 Proceedings of the 21st International Conference on Scientific and Statistical Database Management
Robust and flexible power-proportional storage
Proceedings of the 1st ACM symposium on Cloud computing
Autonomic exploration of trade-offs between power and performance in disk drives
Proceedings of the 7th international conference on Autonomic computing
A spin-up saved is energy earned: achieving power-efficient, erasure-coded storage
HotDep'08 Proceedings of the Fourth conference on Hot topics in system dependability
Towards energy proportional cloud for data processing frameworks
SustainIT'10 Proceedings of the First USENIX conference on Sustainable information technology
Dynamic data reorganization for energy savings in disk storage systems
SSDBM'10 Proceedings of the 22nd international conference on Scientific and statistical database management
Energy management for MapReduce clusters
Proceedings of the VLDB Endowment
Energy proportionality for disk storage using replication
Proceedings of the 14th International Conference on Extending Database Technology
Dynamic File System Migration for Energy Efficient Storage Management
GREENCOM-CPSCOM '10 Proceedings of the 2010 IEEE/ACM Int'l Conference on Green Computing and Communications & Int'l Conference on Cyber, Physical and Social Computing
Exploiting half-wits: smarter storage for low-power devices
FAST'11 Proceedings of the 9th USENIX conference on File and stroage technologies
Analysis of disk power management for data-center storage systems
Proceedings of the 3rd International Conference on Future Energy Systems: Where Energy, Computing and Communication Meet
A power saving storage method that considers individual disk rotation
DASFAA'12 Proceedings of the 17th international conference on Database Systems for Advanced Applications - Volume Part II
FREP: Energy proportionality for disk storage using replication
Journal of Parallel and Distributed Computing
Effects on performance and energy reduction by file relocation based on file-access correlations
Proceedings of the 2012 Joint EDBT/ICDT Workshops
LogStore: toward energy-proportional storage servers
Proceedings of the 2012 ACM/IEEE international symposium on Low power electronics and design
Systematic approach of using power save mode for cloud data processing services
International Journal of Ad Hoc and Ubiquitous Computing
Barely alive memory servers: Keeping data active in a low-power state
ACM Journal on Emerging Technologies in Computing Systems (JETC)
CacheRAID: An Efficient Adaptive Write Cache Policy to Conserve RAID Disk Array Energy
UCC '12 Proceedings of the 2012 IEEE/ACM Fifth International Conference on Utility and Cloud Computing
Achieving autonomous power management using reinforcement learning
ACM Transactions on Design Automation of Electronic Systems (TODAES)
ACM Transactions on Embedded Computing Systems (TECS) - Special Section on Probabilistic Embedded Computing
Power-reduction techniques for data-center storage systems
ACM Computing Surveys (CSUR)
State-of-the-art research study for green cloud computing
The Journal of Supercomputing
Saving disk energy in video servers by combining caching and prefetching
ACM Transactions on Multimedia Computing, Communications, and Applications (TOMCCAP) - Special issue of best papers of ACM MMSys 2013 and ACM NOSSDAV 2013
A three-phase energy-saving strategy for cloud storage systems
Journal of Systems and Software
SpringFS: bridging agility and performance in elastic distributed storage
FAST'14 Proceedings of the 12th USENIX conference on File and Storage Technologies
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Reducing power consumption for server-class computers is important, since increased energy usage causes more heat dissipation, greater cooling requirements, reduced computational density, and higher operating costs. For a typical data center, storage accounts for 27% of energy consumption. Conventional server-class RAIDs cannot easily reduce power because loads are balanced to use all disks, even for light loads. We have built the power-aware RAID (PARAID), which reduces energy use of commodity server-class disks without specialized hardware. PARAID uses a skewed striping pattern to adapt to the system load by varying the number of powered disks. By spinning disks down during light loads, PARAID can reduce power consumption, while still meeting performance demands, by matching the number of powered disks to the system load. Reliability is achieved by limiting disk power cycles and using different RAID encoding schemes. Based on our five-disk prototype, PARAID uses up to 34% less power than conventional RAIDs while achieving similar performance and reliability.