Power analysis of embedded software: a first step towards software power minimization
IEEE Transactions on Very Large Scale Integration (VLSI) Systems - Special issue on low-power design
Cache design trade-offs for power and performance optimization: a case study
ISLPED '95 Proceedings of the 1995 international symposium on Low power design
Improving data locality with loop transformations
ACM Transactions on Programming Languages and Systems (TOPLAS)
Instruction level power analysis and optimization of software
Journal of VLSI Signal Processing Systems - Special issue on technologies for wireless computing
Analytical energy dissipation models for low-power caches
ISLPED '97 Proceedings of the 1997 international symposium on Low power electronics and design
Analysis of power consumption in memory hierarchies
ISLPED '97 Proceedings of the 1997 international symposium on Low power electronics and design
Efficient management of parallelism in object-oriented numerical software libraries
Modern software tools for scientific computing
An approach for exploring code improving transformations
ACM Transactions on Programming Languages and Systems (TOPLAS)
Component software: beyond object-oriented programming
Component software: beyond object-oriented programming
Achieving high sustained performance in an unstructured mesh CFD application
SC '99 Proceedings of the 1999 ACM/IEEE conference on Supercomputing
The design and use of simplepower: a cycle-accurate energy estimation tool
Proceedings of the 37th Annual Design Automation Conference
An instruction-level functionally-based energy estimation model for 32-bits microprocessors
Proceedings of the 37th Annual Design Automation Conference
Function-level power estimation methodology for microprocessors
Proceedings of the 37th Annual Design Automation Conference
Wattch: a framework for architectural-level power analysis and optimizations
Proceedings of the 27th annual international symposium on Computer architecture
Energy-driven integrated hardware-software optimizations using SimplePower
Proceedings of the 27th annual international symposium on Computer architecture
Adaptive optimization in the Jalapeño JVM
OOPSLA '00 Proceedings of the 15th ACM SIGPLAN conference on Object-oriented programming, systems, languages, and applications
An Accurate Instruction-Level Energy Consumption Model for Embedded RISC Processors
OM '01 Proceedings of the 2001 ACM SIGPLAN workshop on Optimization of middleware and distributed systems
HPCVIEW: A Tool for Top-down Analysis of Node Performance
The Journal of Supercomputing
Active harmony: towards automated performance tuning
Proceedings of the 2002 ACM/IEEE conference on Supercomputing
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
A comparison of empirical and model-driven optimization
PLDI '03 Proceedings of the ACM SIGPLAN 2003 conference on Programming language design and implementation
The Effect of Compiler Optimizations on Pentium 4 Power Consumption
INTERACT '03 Proceedings of the Seventh Workshop on Interaction between Compilers and Computer Architectures
Architectural and Compiler Strategies for Dynamic Power Management in the COPPER Project
IWIA '01 Proceedings of the Innovative Architecture for Future Generation High-Performance Processors and Systems (IWIA'01)
Pseudotransient Continuation and Differential-Algebraic Equations
SIAM Journal on Scientific Computing
Runtime Power Monitoring in High-End Processors: Methodology and Empirical Data
Proceedings of the 36th annual IEEE/ACM International Symposium on Microarchitecture
Automatic performance analysis of hybrid MPI/OpenMP applications
Journal of Systems Architecture: the EUROMICRO Journal - Special issue: Evolutions in parallel distributed and network-based processing
Queue - Search Engines
Performance technology for parallel and distributed component software: Research Articles
Concurrency and Computation: Practice & Experience - Grid Performance
Design and evaluation of dynamic optimizations for a Java just-in-time compiler
ACM Transactions on Programming Languages and Systems (TOPLAS)
Runtime identification of microprocessor energy saving opportunities
ISLPED '05 Proceedings of the 2005 international symposium on Low power electronics and design
Design and Implementation of a Parallel Performance Data Management Framework
ICPP '05 Proceedings of the 2005 International Conference on Parallel Processing
PerfExplorer: A Performance Data Mining Framework For Large-Scale Parallel Computing
SC '05 Proceedings of the 2005 ACM/IEEE conference on Supercomputing
Power reduction techniques for microprocessor systems
ACM Computing Surveys (CSUR)
Compiler-directed high-level energy estimation and optimization
ACM Transactions on Embedded Computing Systems (TECS)
The Tau Parallel Performance System
International Journal of High Performance Computing Applications
A Component Architecture for High-Performance Scientific Computing
International Journal of High Performance Computing Applications
High-level power analysis for multi-core chips
CASES '06 Proceedings of the 2006 international conference on Compilers, architecture and synthesis for embedded systems
Data Mining: Practical Machine Learning Tools and Techniques, Second Edition (Morgan Kaufmann Series in Data Management Systems)
Capturing performance knowledge for automated analysis
Proceedings of the 2008 ACM/IEEE conference on Supercomputing
Performance instrumentation and compiler optimizations for MPI/OpenMP applications
IWOMP'05/IWOMP'06 Proceedings of the 2005 and 2006 international conference on OpenMP shared memory parallel programming
Capturing performance knowledge for automated analysis
Proceedings of the 2008 ACM/IEEE conference on Supercomputing
An automated component-based performance experiment environment
Proceedings of the 2009 Workshop on Component-Based High Performance Computing
OpenMP parallelism for fluid and fluid-particulate systems
Parallel Computing
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Characterizing the performance of scientific applications is essential for effective code optimization, both by compilers and by high-level adaptive numerical algorithms. While maximizing power efficiency is becoming increasingly important in current high-performance architectures, little or no hardware or software support exists for detailed power measurements. Hardware counter-based power models are a promising method for guiding software-based techniques for reducing power. We present a component-based infrastructure for performance and power modeling of parallel scientific applications. The power model leverages on-chip performance hardware counters and is designed to model power consumption for modern multiprocessor and multicore systems. Our tool infrastructure includes application components as well as performance and power measurement and analysis components. We collect performance data using the TAU performance component and apply the power model in the performance and power analysis of a PETSc-based parallel fluid dynamics application by using the PerfExplorer component.