A case for redundant arrays of inexpensive disks (RAID)
SIGMOD '88 Proceedings of the 1988 ACM SIGMOD international conference on Management of data
Dynamic file allocation in disk arrays
SIGMOD '91 Proceedings of the 1991 ACM SIGMOD international conference on Management of data
RAID: high-performance, reliable secondary storage
ACM Computing Surveys (CSUR)
The HP AutoRAID hierarchical storage system
ACM Transactions on Computer Systems (TOCS) - Special issue on operating system principles
An analytic behavior model for disk drives with readahead caches and request reordering
SIGMETRICS '98/PERFORMANCE '98 Proceedings of the 1998 ACM SIGMETRICS joint international conference on Measurement and modeling of computer systems
Selective cache ways: on-demand cache resource allocation
Proceedings of the 32nd annual ACM/IEEE international symposium on Microarchitecture
Adaptive disk spin—down for mobile computers
Mobile Networks and Applications
Experiences with VI communication for database storage
ISCA '02 Proceedings of the 29th annual international symposium on Computer architecture
Analytic Modeling and Comparisons of Striping Strategies for Replicated Disk Arrays
IEEE Transactions on Computers
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
Profile-based dynamic voltage and frequency scaling for a multiple clock domain microprocessor
Proceedings of the 30th annual international symposium on Computer architecture
DRPM: dynamic speed control for power management in server class disks
Proceedings of the 30th annual international symposium on Computer architecture
Energy Management for Server Clusters
HOTOS '01 Proceedings of the Eighth Workshop on Hot Topics in Operating Systems
Energy conservation techniques for disk array-based servers
Proceedings of the 18th annual international conference on Supercomputing
Performance directed energy management for main memory and disks
ASPLOS XI Proceedings of the 11th international conference on Architectural support for programming languages and operating systems
Power-Aware Storage Cache Management
IEEE Transactions on Computers
Cooperative I/O: a novel I/O semantics for energy-aware applications
OSDI '02 Proceedings of the 5th symposium on Operating systems design and implementationCopyright restrictions prevent ACM from being able to make the PDFs for this conference available for downloading
Managing server energy and operational costs in hosting centers
SIGMETRICS '05 Proceedings of the 2005 ACM SIGMETRICS international conference on Measurement and modeling of computer systems
Program Counter Based Techniques for Dynamic Power Management
HPCA '04 Proceedings of the 10th International Symposium on High Performance Computer Architecture
Hippodrome: Running Circles Around Storage Administration
FAST '02 Proceedings of the 1st USENIX Conference on File and Storage Technologies
Disk layout optimization for reducing energy consumption
Proceedings of the 19th annual international conference on Supercomputing
EERAID: energy efficient redundant and inexpensive disk array
Proceedings of the 11th workshop on ACM SIGOPS European workshop
Energy efficient prefetching and caching
ATEC '04 Proceedings of the annual conference on USENIX Annual Technical Conference
Towards higher disk head utilization: extracting free bandwidth from busy disk drives
OSDI'00 Proceedings of the 4th conference on Symposium on Operating System Design & Implementation - Volume 4
TCON'95 Proceedings of the USENIX 1995 Technical Conference Proceedings
AFRAID: a frequently redundant array of independent disks
ATEC '96 Proceedings of the 1996 annual conference on USENIX Annual Technical Conference
Energy-aware data prefetching for multi-speed disks
Proceedings of the 3rd conference on Computing frontiers
Stardust: tracking activity in a distributed storage system
SIGMETRICS '06/Performance '06 Proceedings of the joint international conference on Measurement and modeling of computer systems
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
Power reduction of multiple disks using dynamic cache resizing and speed control
Proceedings of the 2006 international symposium on Low power electronics and design
Proceedings of the 1st ACM SIGOPS/EuroSys European Conference on Computer Systems 2006
Energy-efficient disk replacement and file placement techniques for mobile systems with hard disks
Proceedings of the 2007 ACM symposium on Applied computing
Analyzing the Energy-Time Trade-Off in High-Performance Computing Applications
IEEE Transactions on Parallel and Distributed Systems
Improving disk reuse for reducing power consumption
ISLPED '07 Proceedings of the 2007 international symposium on Low power electronics and design
PARAID: A gear-shifting power-aware RAID
ACM Transactions on Storage (TOS)
Energy-aware data prefetching for multi-speed disks in video servers
Proceedings of the 15th international conference on Multimedia
VirtualPower: coordinated power management in virtualized enterprise systems
Proceedings of twenty-first ACM SIGOPS symposium on Operating systems principles
Compiler-Directed Energy Optimization for Parallel Disk Based Systems
IEEE Transactions on Parallel and Distributed Systems
GreenFS: making enterprise computers greener by protecting them better
Proceedings of the 3rd ACM SIGOPS/EuroSys European Conference on Computer Systems 2008
An optimal multimedia object allocation solution in transcoding-enabled wide-area storage systems
Proceedings of the 2nd international conference on Ubiquitous information management and communication
Don't settle for less than the best: use optimization to make decisions
HOTOS'07 Proceedings of the 11th USENIX workshop on Hot topics in operating systems
Optimizing power consumption in large scale storage systems
HOTOS'07 Proceedings of the 11th USENIX workshop on Hot topics in operating systems
Pergamum: replacing tape with energy efficient, reliable, disk-based archival storage
FAST'08 Proceedings of the 6th USENIX Conference on File and Storage Technologies
Write off-loading: practical power management for enterprise storage
FAST'08 Proceedings of the 6th USENIX Conference on File and Storage Technologies
Using utility to provision storage systems
FAST'08 Proceedings of the 6th USENIX Conference on File and Storage Technologies
A nine year study of file system and storage benchmarking
ACM Transactions on Storage (TOS)
Intra-disk Parallelism: An Idea Whose Time Has Come
ISCA '08 Proceedings of the 35th Annual International Symposium on Computer Architecture
Energy-aware server provisioning and load dispatching for connection-intensive internet services
NSDI'08 Proceedings of the 5th USENIX Symposium on Networked Systems Design and Implementation
Power-aware remote replication for enterprise-level disaster recovery systems
ATC'08 USENIX 2008 Annual Technical Conference on Annual Technical Conference
EED: Energy Efficient Disk drive architecture
Information Sciences: an International Journal
Write off-loading: Practical power management for enterprise storage
ACM Transactions on Storage (TOS)
A Prefetching Algorithm for Multi-speed Disks
Transactions on High-Performance Embedded Architectures and Compilers I
Memory resource allocation for file system prefetching: from a supply chain management perspective
Proceedings of the 4th ACM European conference on Computer systems
Storage modeling for power estimation
SYSTOR '09 Proceedings of SYSTOR 2009: The Israeli Experimental Systems Conference
Improving Energy-Efficiency of Grid Computing Clusters
GPC '09 Proceedings of the 4th International Conference on Advances in Grid and Pervasive Computing
The promise of solid state disks: increasing efficiency and reducing cost of DBMS processing
C3S2E '09 Proceedings of the 2nd Canadian Conference on Computer Science and Software Engineering
Energy Smart Management of Scientific Data
SSDBM 2009 Proceedings of the 21st International Conference on Scientific and Statistical Database Management
Markov Model Based Disk Power Management for Data Intensive Workloads
CCGRID '09 Proceedings of the 2009 9th IEEE/ACM International Symposium on Cluster Computing and the Grid
Tracking the power in an enterprise decision support system
Proceedings of the 14th ACM/IEEE international symposium on Low power electronics and design
FAWN: a fast array of wimpy nodes
Proceedings of the ACM SIGOPS 22nd symposium on Operating systems principles
Computer Networks: The International Journal of Computer and Telecommunications Networking
Feasibility regions: exploiting tradeoffs between power and performance in disk drives
ACM SIGMETRICS Performance Evaluation Review
Energy proportionality for storage: impact and feasibility
ACM SIGOPS Operating Systems Review
Energy-efficient cluster computing with FAWN: workloads and implications
Proceedings of the 1st International Conference on Energy-Efficient Computing and Networking
Autonomic exploration of trade-offs between power and performance in disk drives
Proceedings of the 7th international conference on Autonomic computing
Proceedings of the 3rd Annual Haifa Experimental Systems Conference
A reliability model of energy-efficient parallel disk systems with data mirroring
International Journal of High Performance Systems Architecture
SRCMap: energy proportional storage using dynamic consolidation
FAST'10 Proceedings of the 8th USENIX conference on File and storage technologies
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
Augmenting RAID with an SSD for energy relief
HotPower'08 Proceedings of the 2008 conference on Power aware computing and systems
Workload decomposition for power efficient storage systems
HotPower'08 Proceedings of the 2008 conference on Power aware computing and systems
CoolIT: coordinating facility and it management for efficient datacenters
HotPower'08 Proceedings of the 2008 conference on Power aware computing and systems
On the impact of disk scrubbing on energy savings
HotPower'08 Proceedings of the 2008 conference on Power aware computing and systems
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
Low power management of OLTP applications considering disk drive power saving function
DEXA'10 Proceedings of the 21st international conference on Database and expert systems applications: Part I
Modelling of staged routing for reduced carbon footprints of large server clusters
International Journal of Communication Networks and Distributed Systems
Dynamic grid quorum: a reconfigurable grid quorum and its power optimization algorithm
Service Oriented Computing and Applications
Understanding the relationship between energy conservation and reliability in parallel disk arrays
Journal of Parallel and Distributed Computing
What is the future of disk drives, death or rebirth?
ACM Computing Surveys (CSUR)
Challenges and opportunities for efficient computing with FAWN
ACM SIGOPS Operating Systems Review
Blink: managing server clusters on intermittent power
Proceedings of the sixteenth international conference on Architectural support for programming languages and operating systems
Energy proportionality for disk storage using replication
Proceedings of the 14th International Conference on Extending Database Technology
Evaluating Parallel I/O Energy Efficiency
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
Cost effective storage using extent based dynamic tiering
FAST'11 Proceedings of the 9th USENIX conference on File and stroage technologies
Sierra: practical power-proportionality for data center storage
Proceedings of the sixth conference on Computer systems
PRE-BUD: Prefetching for energy-efficient parallel I/O systems with buffer disks
ACM Transactions on Storage (TOS)
FeGC: An efficient garbage collection scheme for flash memory based storage systems
Journal of Systems and Software
Towards continuous policy-driven demand response in data centers
Proceedings of the 2nd ACM SIGCOMM workshop on Green networking
ADSC: application-driven storage control for energy efficiency
ICT-GLOW'11 Proceedings of the First international conference on Information and communication on technology for the fight against global warming
HPDA: A hybrid parity-based disk array for enhanced performance and reliability
ACM Transactions on Storage (TOS)
EUC'06 Proceedings of the 2006 international conference on Embedded and Ubiquitous Computing
Leveraging stored energy for handling power emergencies in aggressively provisioned datacenters
ASPLOS XVII Proceedings of the seventeenth international conference on Architectural Support for Programming Languages and Operating Systems
Analysis of Workload Behavior in Scientific and Historical Long-Term Data Repositories
ACM Transactions on Storage (TOS)
Power consumption in enterprise-scale backup storage systems
FAST'12 Proceedings of the 10th USENIX conference on File and Storage 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
SERA-IO: Integrating Energy Consciousness into Parallel I/O Middleware
CCGRID '12 Proceedings of the 2012 12th IEEE/ACM International Symposium on Cluster, Cloud and Grid Computing (ccgrid 2012)
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
Setting energy efficiency goals in data centers: the GAMES approach
E2DC'12 Proceedings of the First international conference on Energy Efficient Data Centers
Aggressive Datacenter Power Provisioning with Batteries
ACM Transactions on Computer Systems (TOCS)
Potentiality of power management on database systems with power saving function of disk drives
ADC '11 Proceedings of the Twenty-Second Australasian Database Conference - Volume 115
Data prefetching to reduce energy use by heterogeneous disk arrays in video servers
Proceeding of the 23rd ACM Workshop on Network and Operating Systems Support for Digital Audio and Video
Power-reduction techniques for data-center storage systems
ACM Computing Surveys (CSUR)
On reducing energy management delays in disks
Journal of Parallel and Distributed Computing
Exploiting Redundancies and Deferred Writes to Conserve Energy in Erasure-Coded Storage Clusters
ACM Transactions on Storage (TOS)
Autonomic performance-per-watt management (APM) of cloud resources and services
Proceedings of the 2013 ACM Cloud and Autonomic Computing Conference
State-of-the-art research study for green cloud computing
The Journal of Supercomputing
Read-Performance Optimization for Deduplication-Based Storage Systems in the Cloud
ACM Transactions on Storage (TOS)
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
CRAID: online RAID upgrades using dynamic hot data reorganization
FAST'14 Proceedings of the 12th USENIX conference on File and Storage Technologies
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Energy consumption has become an important issue in high-end data centers, and disk arrays are one of the largest energy consumers within them. Although several attempts have been made to improve disk array energy management, the existing solutions either provide little energy savings or significantly degrade performance for data center workloads.Our solution, Hibernator, is a disk array energy management system that provides improved energy savings while meeting performance goals. Hibernator combines a number of techniques to achieve this: the use of disks that can spin at different speeds, a coarse-grained approach for dynamically deciding which disks should spin at which speeds, efficient ways to migrate the right data to an appropriate-speed disk automatically, and automatic performance boosts if there is a risk that performance goals might not be met due to disk energy management.In this paper, we describe the Hibernator design, and present evaluations of it using both trace-driven simulations and a hybrid system comprised of a real database server (IBM DB2) and an emulated storage server with multi-speed disks. Our file-system and on-line transaction processing (OLTP) simulation results show that Hibernator can provide up to 65% energy savings while continuing to satisfy performance goals (6.5--26 times better than previous solutions). Our OLTP emulated system results show that Hibernator can save more energy (29%) than previous solutions, while still providing an OLTP transaction rate comparable to a RAID5 array with no energy management.