Comparing algorithm for dynamic speed-setting of a low-power CPU
MobiCom '95 Proceedings of the 1st annual international conference on Mobile computing and networking
Memory controller policies for DRAM power management
ISLPED '01 Proceedings of the 2001 international symposium on Low power electronics and design
A Survey of Energy Efficient Network Protocols for Wireless Networks
Wireless Networks
Process cruise control: event-driven clock scaling for dynamic power management
CASES '02 Proceedings of the 2002 international conference on Compilers, architecture, and synthesis for embedded systems
AlphaSort: a cache-sensitive parallel external sort
The VLDB Journal — The International Journal on Very Large Data Bases
Dynamic Thermal Management for High-Performance Microprocessors
HPCA '01 Proceedings of the 7th International Symposium on High-Performance Computer Architecture
A performance-conserving approach for reducing peak power consumption in server systems
Proceedings of the 19th annual international conference on Supercomputing
Queue - Multiprocessors
Performance/Watt: the new server focus
ACM SIGARCH Computer Architecture News - Special issue: dasCMP'05
Ensemble-level Power Management for Dense Blade Servers
Proceedings of the 33rd annual international symposium on Computer Architecture
GPUTeraSort: high performance graphics co-processor sorting for large database management
Proceedings of the 2006 ACM SIGMOD international conference on Management of data
MapReduce: simplified data processing on large clusters
OSDI'04 Proceedings of the 6th conference on Symposium on Opearting Systems Design & Implementation - Volume 6
Database servers tailored to improve energy efficiency
SETMDM '08 Proceedings of the 2008 EDBT workshop on Software engineering for tailor-made data management
The Five-Minute Rule 20 Years Later: and How Flash Memory Changes the Rules
Queue - Enterprise Flash Storage
Fine-grained energy profiling for power-aware application design
ACM SIGMETRICS Performance Evaluation Review
LAST: locality-aware sector translation for NAND flash memory-based storage systems
ACM SIGOPS Operating Systems Review
Proceedings of the VLDB Endowment
Fast scans and joins using flash drives
Proceedings of the 4th international workshop on Data management on new hardware
Energy Smart Management of Scientific Data
SSDBM 2009 Proceedings of the 21st International Conference on Scientific and Statistical Database Management
Optimal Power Management for Server Farm to Support Green Computing
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
DEEP-SaM - Energy-Efficient Provisioning Policies for Computing Environments
GECON '09 Proceedings of the 6th International Workshop on Grid Economics and Business Models
FAWN: a fast array of wimpy nodes
Proceedings of the ACM SIGOPS 22nd symposium on Operating systems principles
Modelling energy efficiency in distributed home environments
International Journal of Communication Networks and Distributed Systems
Low-power amdahl-balanced blades for data intensive computing
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
Towards energy-aware scheduling in data centers using machine learning
Proceedings of the 1st International Conference on Energy-Efficient Computing and Networking
Analyzing the energy efficiency of a database server
Proceedings of the 2010 ACM SIGMOD International Conference on Management of data
Optimizing energy and performance for server-class file system workloads
ACM Transactions on Storage (TOS)
To compress or not to compress - compute vs. IO tradeoffs for mapreduce energy efficiency
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
FAWNdamentally power-efficient clusters
HotOS'09 Proceedings of the 12th conference on Hot topics in operating systems
A comparison of high-level full-system power models
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
Automating energy optimization with features
FOSD '10 Proceedings of the 2nd International Workshop on Feature-Oriented Software Development
Wimpy node clusters: what about non-wimpy workloads?
Proceedings of the Sixth International Workshop on Data Management on New Hardware
Data structures: time, I/Os, entropy, joules!
ESA'10 Proceedings of the 18th annual European conference on Algorithms: Part II
Energy management for MapReduce clusters
Proceedings of the VLDB Endowment
SWEEP: evaluating computer system energy efficiency using synthetic workloads
Proceedings of the 6th International Conference on High Performance and Embedded Architectures and Compilers
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
A System-Level Model for Runtime Power Estimation on Mobile Devices
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
Multi-tier Energy Management Strategy for HPC Clusters
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
On Profiling the Energy Consumption of Distributed Simulations: A Case Study
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
Environment-conscious scheduling of HPC applications on distributed Cloud-oriented data centers
Journal of Parallel and Distributed Computing
Low-energy automated scheduling of computing resources
Proceedings of the 1st ACM/IEEE workshop on Autonomic computing in economics
Co-management of power and performance in virtualized distributed environments
GPC'11 Proceedings of the 6th international conference on Advances in grid and pervasive computing
An energy consumption model for virtualized office environments
Future Generation Computer Systems
Towards continuous policy-driven demand response in data centers
Proceedings of the 2nd ACM SIGCOMM workshop on Green networking
Green cloud framework for improving carbon efficiency of clouds
Euro-Par'11 Proceedings of the 17th international conference on Parallel processing - Volume Part I
A survey on energy-efficient data management
ACM SIGMOD Record
Power-efficient networking for balanced system designs: early experiences with PCIe
HotPower '11 Proceedings of the 4th Workshop on Power-Aware Computing and Systems
Energy efficiency for large-scale MapReduce workloads with significant interactive analysis
Proceedings of the 7th ACM european conference on Computer Systems
The search for energy-efficient building blocks for the data center
ISCA'10 Proceedings of the 2010 international conference on Computer Architecture
Towards efficient supercomputing: searching for the right efficiency metric
ICPE '12 Proceedings of the 3rd ACM/SPEC International Conference on Performance Engineering
A limits study of benefits from nanostore-based future data-centric system architectures
Proceedings of the 9th conference on Computing Frontiers
Peak power plays in database engines
Proceedings of the 15th International Conference on Extending Database Technology
Runtime monitoring of software energy hotspots
Proceedings of the 27th IEEE/ACM International Conference on Automated Software Engineering
Towards an enhanced benchmark advocating energy-efficient systems
TPCTC'11 Proceedings of the Third TPC Technology conference on Topics in Performance Evaluation, Measurement and Characterization
TritonSort: A Balanced and Energy-Efficient Large-Scale Sorting System
ACM Transactions on Computer Systems (TOCS)
Review of performance metrics for green data centers: a taxonomy study
The Journal of Supercomputing
Energy efficiency for MapReduce workloads: an in-depth study
ADC '12 Proceedings of the Twenty-Third Australasian Database Conference - Volume 124
Carbon nanotube circuits: opportunities and challenges
Proceedings of the Conference on Design, Automation and Test in Europe
Rapid exploration of processing and design guidelines to overcome carbon nanotube variations
Proceedings of the 50th Annual Design Automation Conference
A survey on techniques for improving the energy efficiency of large-scale distributed systems
ACM Computing Surveys (CSUR)
A service framework for energy-aware monitoring and VM management in Clouds
Future Generation Computer Systems
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The energy efficiency of computer systems is an important concern in a variety of contexts. In data centers, reducing energy use improves operating cost, scalability, reliability, and other factors. For mobile devices, energy consumption directly affects functionality and usability. We propose and motivate JouleSort, an external sort benchmark, for evaluating the energy efficiency of a wide range of computer systems from clusters to handhelds. We list the criteria, challenges, and pitfalls from our experience in creating a fair energy-efficiency benchmark. Using a commercial sort, we demonstrate a JouleSort system that is over 3.5x as energy-efficient as last year's estimated winner. This system is quite different from those currently used in data centers. It consists of a commodity mobile CPU and 13 laptop drives connected by server-style I/O interfaces.