Wattch: a framework for architectural-level power analysis and optimizations
Proceedings of the 27th annual international symposium on Computer architecture
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
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SIGMETRICS '03 Proceedings of the 2003 ACM SIGMETRICS international conference on Measurement and modeling of computer systems
The Effect of Compiler Optimizations on Pentium 4 Power Consumption
INTERACT '03 Proceedings of the Seventh Workshop on Interaction between Compilers and Computer Architectures
Microprocessor pipeline energy analysis
Proceedings of the 2003 international symposium on Low power electronics and design
Runtime Power Monitoring in High-End Processors: Methodology and Empirical Data
Proceedings of the 36th annual IEEE/ACM International Symposium on Microarchitecture
VSV: L2-Miss-Driven Variable Supply-Voltage Scaling for Low Power
Proceedings of the 36th annual IEEE/ACM International Symposium on Microarchitecture
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Proceedings of the 2004 international symposium on Low power electronics and design
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IPDPS '05 Proceedings of the 19th IEEE International Parallel and Distributed Processing Symposium (IPDPS'05) - Workshop 11 - Volume 12
Measuring Program Similarity: Experiments with SPEC CPU Benchmark Suites
ISPASS '05 Proceedings of the IEEE International Symposium on Performance Analysis of Systems and Software, 2005
Power phase variation in a commercial server workload
Proceedings of the 2006 international symposium on Low power electronics and design
A run-time, feedback-based energy estimation model For embedded devices
CODES+ISSS '06 Proceedings of the 4th international conference on Hardware/software codesign and system synthesis
Accurate on-line prediction of processor and memoryenergy usage under voltage scaling
EMSOFT '07 Proceedings of the 7th ACM & IEEE international conference on Embedded software
Asynchronous control of modules activity in integrated systems for reducing peak temperatures
Integration, the VLSI Journal
A component infrastructure for performance and power modeling of parallel scientific applications
Proceedings of the 2008 compFrame/HPC-GECO workshop on Component based high performance
System-level power estimation using an on-chip bus performance monitoring unit
Proceedings of the 2008 IEEE/ACM International Conference on Computer-Aided Design
Koala: a platform for OS-level power management
Proceedings of the 4th ACM European conference on Computer systems
End-to-end validation of architectural power models
Proceedings of the 14th ACM/IEEE international symposium on Low power electronics and design
Proceedings of the 42nd Annual IEEE/ACM International Symposium on Microarchitecture
Decomposable and responsive power models for multicore processors using performance counters
Proceedings of the 24th ACM International Conference on Supercomputing
Characterizing the performance and energy attributes of scientific simulations
ICCS'06 Proceedings of the 6th international conference on Computational Science - Volume Part I
Processor energy characterization for compiler-assisted software energy reduction
Journal of Electrical and Computer Engineering
Energy based performance tuning for large scale high performance computing systems
Proceedings of the 2012 Symposium on High Performance Computing
Power Modeling and Characterization of Computing Devices: A Survey
Foundations and Trends in Electronic Design Automation
Power-aware predictive models of hybrid (MPI/OpenMP) scientific applications on multicore systems
Computer Science - Research and Development
ACM Transactions on Embedded Computing Systems (TECS) - Special section on ESTIMedia'12, LCTES'11, rigorous embedded systems design, and multiprocessor system-on-chip for cyber-physical systems
Coordinated energy management in heterogeneous processors
SC '13 Proceedings of the International Conference on High Performance Computing, Networking, Storage and Analysis
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High power consumption and low energy efficiency have become significant impediments to future performance improvements in modern microprocessors. This paper contributes to the solution of these problems by presenting: linear regression models for power consumption and a detailed study of energy efficiency in a modern out-of-order superscalar microprocessor. These simple (2-input) yet accurate (2.6% error) models provide a valuable tool for identifying opportunities to apply power saving techniques such as clock throttling and dynamic voltage scaling (DVS). Also, future work in improving energy efficiency is motivated by a detailed analysis of SPEC CPU 2000 workloads. The vast majority of workloads are found to yield very low energy efficiency due to the frequency of level two (L2) cache misses and misspeculated instructions