Managing energy and server resources in hosting centers
SOSP '01 Proceedings of the eighteenth ACM symposium on Operating systems principles
GISMO: a Generator of Internet Streaming Media Objects and workloads
ACM SIGMETRICS Performance Evaluation Review
The Multi-Queue Replacement Algorithm for Second Level Buffer Caches
Proceedings of the General Track: 2002 USENIX Annual Technical Conference
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
The case for power management in web servers
Power aware computing
Sources and Characteristics of Web Temporal Locality
MASCOTS '00 Proceedings of the 8th International Symposium on Modeling, Analysis and Simulation of Computer and Telecommunication Systems
DRPM: dynamic speed control for power management in server class disks
Proceedings of the 30th annual international symposium on Computer architecture
Dynamic cluster reconfiguration for power and performance
Compilers and operating systems for low power
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
Improving Disk Throughput in Data-Intensive Servers
HPCA '04 Proceedings of the 10th International Symposium on High Performance Computer Architecture
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
Energy conservation policies for web servers
USITS'03 Proceedings of the 4th conference on USENIX Symposium on Internet Technologies and Systems - Volume 4
PB-LRU: a self-tuning power aware storage cache replacement algorithm for conserving disk energy
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
Software-Directed Disk Power Management for Scientific Applications
IPDPS '05 Proceedings of the 19th IEEE International Parallel and Distributed Processing Symposium (IPDPS'05) - Papers - Volume 01
Reducing Power with Performance Constraints for Parallel Sparse Applications
IPDPS '05 Proceedings of the 19th IEEE International Parallel and Distributed Processing Symposium (IPDPS'05) - Workshop 11 - Volume 12
Performance directed energy management for main memory and disks
ACM Transactions on Storage (TOS)
Disk layout optimization for reducing energy consumption
Proceedings of the 19th annual international conference on Supercomputing
Hibernator: helping disk arrays sleep through the winter
Proceedings of the twentieth ACM symposium on Operating systems principles
A Compiler-Guided Approach for Reducing Disk Power Consumption by Exploiting Disk Access Locality
Proceedings of the International Symposium on Code Generation and Optimization
Energy-aware data prefetching for multi-speed disks
Proceedings of the 3rd conference on Computing frontiers
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
Power reduction of multiple disks using dynamic cache resizing and speed control
Proceedings of the 2006 international symposium on Low power electronics and design
Energy-efficient file placement techniques for heterogeneous mobile storage systems
EMSOFT '06 Proceedings of the 6th ACM & IEEE International conference on Embedded software
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)
Dependability, access diversity, low cost: pick two
HotDep'07 Proceedings of the 3rd workshop on on Hot Topics in System Dependability
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
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
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
Proceedings of the 2009 ACM SIGPLAN/SIGOPS international conference on Virtual execution environments
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
Architecture of the internet archive
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
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
ACM SIGOPS Operating Systems Review
Feasibility regions: exploiting tradeoffs between power and performance in disk drives
ACM SIGMETRICS Performance Evaluation Review
Addressing the stranded power problem in datacenters using storage workload characterization
Proceedings of the first joint WOSP/SIPEW international conference on Performance engineering
Energy proportionality for storage: impact and feasibility
ACM SIGOPS Operating Systems Review
Energy efficient management scheme for heterogeneous secondary storage system in mobile computers
Proceedings of the 2010 ACM Symposium on Applied Computing
HiPC'07 Proceedings of the 14th international conference on High performance computing
SAIL: self-adaptive file reallocation on hybrid disk arrays
HiPC'08 Proceedings of the 15th international conference on High performance computing
Autonomic exploration of trade-offs between power and performance in disk drives
Proceedings of the 7th international conference on Autonomic computing
On energy management, load balancing and replication
ACM SIGMOD Record
SpinThrift: saving energy in viral workloads
COMSNETS'10 Proceedings of the 2nd international conference on COMmunication systems and NETworks
Optimizing energy and performance for server-class file system workloads
ACM Transactions on Storage (TOS)
SpinThrift: saving energy in viral workloads
Proceedings of the first ACM SIGCOMM workshop on Green networking
Evaluating performance and energy in file system server workloads
FAST'10 Proceedings of the 8th USENIX conference on File and storage technologies
SRCMap: energy proportional storage using dynamic consolidation
FAST'10 Proceedings of the 8th USENIX conference on File and storage technologies
Power-aware proactive storage-tiering management for high-speed tiered-storage systems
SustainIT'10 Proceedings of the First USENIX conference on Sustainable information technology
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
Dynamic grid quorum: a reconfigurable grid quorum and its power optimization algorithm
Service Oriented Computing and Applications
SIGACT news online algorithms column 17
ACM SIGACT News
Understanding the relationship between energy conservation and reliability in parallel disk arrays
Journal of Parallel and Distributed Computing
Energy management for MapReduce clusters
Proceedings of the VLDB Endowment
Blink: managing server clusters on intermittent power
Proceedings of the sixteenth international conference on Architectural support for programming languages and operating systems
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)
Efficiently identifying working sets in block I/O streams
Proceedings of the 4th Annual International Conference on Systems and Storage
QMD: exploiting flash for energy efficient disk arrays
Proceedings of the Seventh International Workshop on Data Management on New Hardware
Power management of online data-intensive services
Proceedings of the 38th annual international symposium on Computer architecture
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
Self-similarity: Behind workload reshaping and prediction
Future Generation Computer Systems
EUC'06 Proceedings of the 2006 international conference on Embedded and Ubiquitous Computing
An adaptive data retrieval scheme for reducing energy consumption in mirrored video servers
ICCS'06 Proceedings of the 6th international conference on Computational Science - Volume Part I
Analysis of Workload Behavior in Scientific and Historical Long-Term Data Repositories
ACM Transactions on Storage (TOS)
Cache effect for power savings of large storage systems with OLTP applications
DNIS'11 Proceedings of the 7th international conference on Databases in Networked Information Systems
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
Systematic approach of using power save mode for cloud data processing services
International Journal of Ad Hoc and Ubiquitous Computing
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
lisa'12 Proceedings of the 26th international conference on Large Installation System Administration: strategies, tools, and techniques
Virtual machine power measuring technique with bounded error in cloud environments
Journal of Network and Computer Applications
Lifetime and QoS-aware energy-saving buffering schemes
Journal of Systems and Software
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)
Thermal Modeling of Hybrid Storage Clusters
Journal of Signal Processing Systems
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
On the energy overhead of mobile storage systems
FAST'14 Proceedings of the 12th USENIX conference on File and Storage Technologies
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In this paper, we study energy conservation techniques for disk array-based network servers. First, we introduce a new conservation technique, called Popular Data Concentration (PDC), that migrates frequently accessed data to a subset of the disks. The goal is to skew the load towards a few of the disks, so that others can be transitioned to low-power modes. Next, we introduce a user-level file server that takes advantage of PDC. In the context of this server, we compare PDC to the Massive Array of Idle Disks (MAID). Using a validated simulator, we evaluate these techniques for conventional and two-speed disks and a wide range of parameters. Our results for conventional disks show that PDC and MAID can only conserve energy when the load on the server is extremely low. When two-speed disks are used, both PDC and MAID can conserve significant energy with only a small fraction of delayed requests. Overall, we find that PDC achieves more consistent and robust energy savings than MAID.