System-level power optimization: techniques and tools
ACM Transactions on Design Automation of Electronic Systems (TODAES)
Quantitative comparison of power management algorithms
DATE '00 Proceedings of the conference on Design, automation and test in Europe
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
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
Disk Drive Roadmap from the Thermal Perspective: A Case for Dynamic Thermal Management
Proceedings of the 32nd annual international symposium on Computer Architecture
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
Power reduction techniques for microprocessor systems
ACM Computing Surveys (CSUR)
EERAID: energy efficient redundant and inexpensive disk array
Proceedings of the 11th workshop on ACM SIGOPS European workshop
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
Interplay of energy and performance for disk arrays running transaction processing workloads
ISPASS '03 Proceedings of the 2003 IEEE International Symposium on Performance Analysis of Systems and Software
NVCache: Increasing the Effectiveness of Disk Spin-Down Algorithms with Caching
MASCOTS '06 Proceedings of the 14th IEEE International Symposium on Modeling, Analysis, and Simulation
A performance-oriented energy efficient file system
SNAPI '04 Proceedings of the international workshop on Storage network architecture and parallel I/Os
Proceedings of the 1st ACM SIGOPS/EuroSys European Conference on Computer Systems 2006
Redundancy elimination within large collections of files
ATEC '04 Proceedings of the annual conference on USENIX Annual Technical Conference
Energy efficient prefetching and caching
ATEC '04 Proceedings of the annual conference on USENIX Annual Technical Conference
Thwarting the power-hungry disk
WTEC'94 Proceedings of the USENIX Winter 1994 Technical Conference on USENIX Winter 1994 Technical Conference
TCON'95 Proceedings of the USENIX 1995 Technical Conference Proceedings
PARAID: A gear-shifting power-aware RAID
ACM Transactions on Storage (TOS)
eRAID: Conserving Energy in Conventional Disk-Based RAID System
IEEE Transactions on Computers
GreenFS: making enterprise computers greener by protecting them better
Proceedings of the 3rd ACM SIGOPS/EuroSys European Conference on Computer Systems 2008
ACM Transactions on Storage (TOS)
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
SEA: A Striping-Based Energy-Aware Strategy for Data Placement in RAID-Structured Storage Systems
IEEE Transactions on Computers
Intra-disk Parallelism: An Idea Whose Time Has Come
ISCA '08 Proceedings of the 35th Annual International Symposium on Computer Architecture
Write off-loading: Practical power management for enterprise storage
ACM Transactions on Storage (TOS)
Storage-class memory: the next storage system technology
IBM Journal of Research and Development
Gordon: using flash memory to build fast, power-efficient clusters for data-intensive applications
Proceedings of the 14th international conference on Architectural support for programming languages and operating systems
Migrating server storage to SSDs: analysis of tradeoffs
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
Energy and performance evaluation of lossless file data compression on server systems
SYSTOR '09 Proceedings of SYSTOR 2009: The Israeli Experimental Systems Conference
Low power mode in cloud storage systems
IPDPS '09 Proceedings of the 2009 IEEE International Symposium on Parallel&Distributed Processing
Analysis of trade-off between power saving and response time in disk storage systems
IPDPS '09 Proceedings of the 2009 IEEE International Symposium on Parallel&Distributed Processing
Characterizing flash memory: anomalies, observations, and applications
Proceedings of the 42nd Annual IEEE/ACM International Symposium on Microarchitecture
Power Modeling of Solid State Disk for Dynamic Power Management Policy Design in Embedded Systems
SEUS '09 Proceedings of the 7th IFIP WG 10.2 International Workshop on Software Technologies for Embedded and Ubiquitous Systems
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
Robust and flexible power-proportional storage
Proceedings of the 1st ACM symposium on Cloud computing
On energy management, load balancing and replication
ACM SIGMOD Record
Optimizing energy and performance for server-class file system workloads
ACM Transactions on Storage (TOS)
Lightning: self-adaptive, energy-conserving, multi-zoned, commodity green cloud storage system
Proceedings of the 19th ACM International Symposium on High Performance Distributed Computing
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
Empirical analysis on energy efficiency of flash-based SSDs
HotPower'08 Proceedings of the 2008 conference on Power aware computing and systems
FlashPower: a detailed power model for NAND flash memory
Proceedings of the Conference on Design, Automation and Test in Europe
SIGACT news online algorithms column 17
ACM SIGACT News
The Hadoop Distributed File System
MSST '10 Proceedings of the 2010 IEEE 26th Symposium on Mass Storage Systems and Technologies (MSST)
What is the future of disk drives, death or rebirth?
ACM Computing Surveys (CSUR)
GreenHDFS: towards an energy-conserving, storage-efficient, hybrid Hadoop compute cluster
HotPower'10 Proceedings of the 2010 international conference on Power aware computing and systems
IEEE Transactions on Computers
Energy proportionality for disk storage using replication
Proceedings of the 14th International Conference on Extending Database Technology
Cost effective storage using extent based dynamic tiering
FAST'11 Proceedings of the 9th USENIX conference on File and stroage technologies
IEEE Transactions on Very Large Scale Integration (VLSI) Systems
Sierra: practical power-proportionality for data center storage
Proceedings of the sixth conference on Computer systems
Venti: a new approach to archival storage
FAST'02 Proceedings of the 1st USENIX conference on File and storage technologies
SSD characterization: from energy consumption's perspective
HotStorage'11 Proceedings of the 3rd USENIX conference on Hot topics in storage and file systems
Predictive data and energy management in GreenHDFS
IGCC '11 Proceedings of the 2011 International Green Computing Conference and Workshops
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
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As data-intensive, network-based applications proliferate, the power consumed by the data-center storage subsystem surges. This survey summarizes, organizes, and integrates a decade of research on power-aware enterprise storage systems. All of the existing power-reduction techniques are classified according to the disk-power factor and storage-stack layer addressed. A majority of power-reduction techniques is based on dynamic power management. We also consider alternative methods that reduce disk access time, conserve space, or exploit energy-efficient storage hardware. For every energy-conservation technique, the fundamental trade-offs between power, capacity, performance, and dependability are uncovered. With this survey, we intend to stimulate integration of different power-reduction techniques in new energy-efficient file and storage systems.