PASTE '01 Proceedings of the 2001 ACM SIGPLAN-SIGSOFT workshop on Program analysis for software tools and engineering
Run-time power estimation in high performance microprocessors
ISLPED '01 Proceedings of the 2001 international symposium on Low power electronics and design
The benefits of event: driven energy accounting in power-sensitive systems
EW 9 Proceedings of the 9th workshop on ACM SIGOPS European workshop: beyond the PC: new challenges for the operating system
Run-time modeling and estimation of operating system power consumption
SIGMETRICS '03 Proceedings of the 2003 ACM SIGMETRICS international conference on Measurement and modeling of computer systems
Runtime Power Monitoring in High-End Processors: Methodology and Empirical Data
Proceedings of the 36th annual IEEE/ACM International Symposium on Microarchitecture
Energy conservation in heterogeneous server clusters
Proceedings of the tenth ACM SIGPLAN symposium on Principles and practice of parallel programming
Power prediction for intel XScale® processors using performance monitoring unit events
ISLPED '05 Proceedings of the 2005 international symposium on Low power electronics and design
Ensemble-level Power Management for Dense Blade Servers
Proceedings of the 33rd annual international symposium on Computer Architecture
JouleSort: a balanced energy-efficiency benchmark
Proceedings of the 2007 ACM SIGMOD international conference on Management of data
Power provisioning for a warehouse-sized computer
Proceedings of the 34th annual international symposium on Computer architecture
Reducing network energy consumption via sleeping and rate-adaptation
NSDI'08 Proceedings of the 5th USENIX Symposium on Networked Systems Design and Implementation
Models and metrics for energy-efficient computer systems
Models and metrics for energy-efficient computer systems
On the energy (in)efficiency of Hadoop clusters
ACM SIGOPS Operating Systems Review
Semantic-less coordination of power management and application performance
ACM SIGOPS Operating Systems Review
Virtual machine power metering and provisioning
Proceedings of the 1st ACM symposium on Cloud computing
Analyzing the energy efficiency of a database server
Proceedings of the 2010 ACM SIGMOD International Conference on Management of data
A system for online power prediction in virtualized environments using Gaussian mixture models
Proceedings of the 47th Design Automation Conference
Peak power modeling for data center servers with switched-mode power supplies
Proceedings of the 16th ACM/IEEE international symposium on Low power electronics and design
Sleepless in seattle no longer
USENIXATC'10 Proceedings of the 2010 USENIX conference on USENIX annual technical conference
Evaluating the effectiveness of model-based power characterization
USENIXATC'11 Proceedings of the 2011 USENIX conference on USENIX annual technical conference
An energy consumption model for virtualized office environments
Future Generation Computer Systems
Does low-power design imply energy efficiency for data centers?
Proceedings of the 17th IEEE/ACM international symposium on Low-power electronics and design
CloudBridge: on integrated hardware-software consolidation
ACM SIGMETRICS Performance Evaluation Review - Special Issue on IFIP PERFORMANCE 2011- 29th International Symposium on Computer Performance, Modeling, Measurement and Evaluation
A survey on energy-efficient data management
ACM SIGMOD Record
Characterizing applications from power consumption: a case study for HPC benchmarks
ICT-GLOW'11 Proceedings of the First international conference on Information and communication on technology for the fight against global warming
Balancing electricity bill and performance in server farms with setup costs
Future Generation Computer Systems
Proceedings of the 21st international symposium on High-Performance Parallel and Distributed Computing
A methodology to predict the power consumption of servers in data centres
Proceedings of the 2nd International Conference on Energy-Efficient Computing and Networking
Understanding and improving the cost of scaling distributed event processing
Proceedings of the 6th ACM International Conference on Distributed Event-Based Systems
Power Modeling and Characterization of Computing Devices: A Survey
Foundations and Trends in Electronic Design Automation
Empowering developers to estimate app energy consumption
Proceedings of the 18th annual international conference on Mobile computing and networking
ACM Transactions on Architecture and Code Optimization (TACO)
Engineering energy-aware web services toward dynamically-green computing
ICSOC'11 Proceedings of the 2011 international conference on Service-Oriented Computing
Energy-aware job scheduler for high-performance computing
Computer Science - Research and Development
Evaluating energy consumption in CDN servers
ICT-GLOW'12 Proceedings of the Second international conference on ICT as Key Technology against Global Warming
E2DC'12 Proceedings of the First international conference on Energy Efficient Data Centers
Virtual machine power measuring technique with bounded error in cloud environments
Journal of Network and Computer Applications
Energy consumption in the office
EPEW'12 Proceedings of the 9th European conference on Computer Performance Engineering
Energy consumption in the office
EPEW'12 Proceedings of the 9th European conference on Computer Performance Engineering
Exploring power behaviors and trade-offs of in-situ data analytics
SC '13 Proceedings of the International Conference on High Performance Computing, Networking, Storage and Analysis
EnergIT: A Methodology for the Incremental Green Design of Data Centers
International Journal of Green Computing
Optimizing Energy Consumption with Task Consolidation in Clouds
Information Sciences: an International Journal
OptiPlace: Designing Cloud Management with Flexible Power Models through Constraint Programing
UCC '13 Proceedings of the 2013 IEEE/ACM 6th International Conference on Utility and Cloud Computing
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Dynamic power management in enterprise environments requires an understanding of the relationship between resource utilization and system-level power consumption. Power models based on resource utilization have been proposed in the context of enabling specific energy-efficiency optimizations on specific machines, but the accuracy and portability of different approaches to modeling have not been systematically compared. In this work, we use a common infrastructure to fit a family of high-level full-system power models, and we compare these models over a wide variation of workloads and machines, from a laptop to a server. This analysis shows that a model based on OS utilization metrics and CPU performance counters is generally most accurate across the machines and workloads tested. It is particularly useful for machines whose dynamic power consumption is not dominated by the CPU, as well as machines with aggressively power-managed CPUs, two classes of systems that are increasingly prevalent.