Characterization of branch and data dependencies on programs for evaluating pipeline performance
IEEE Transactions on Computers
Theoretical modeling of superscalar processor performance
MICRO 27 Proceedings of the 27th annual international symposium on Microarchitecture
Analytic evaluation of shared-memory systems with ILP processors
Proceedings of the 25th annual international symposium on Computer architecture
Proceedings of the 27th annual international symposium on Computer architecture
A static power model for architects
Proceedings of the 33rd annual ACM/IEEE international symposium on Microarchitecture
Increasing processor performance by implementing deeper pipelines
ISCA '02 Proceedings of the 29th annual international symposium on Computer architecture
Energy efficient CMOS microprocessor design
HICSS '95 Proceedings of the 28th Hawaii International Conference on System Sciences
Exploring Instruction-Fetch Bandwidth Requirement in Wide-Issue Superscalar Processors
PACT '99 Proceedings of the 1999 International Conference on Parallel Architectures and Compilation Techniques
Proceedings of the 30th annual international symposium on Computer architecture
Proceedings of the conference on Design, automation and test in Europe - Volume 1
A First-Order Superscalar Processor Model
Proceedings of the 31st annual international symposium on Computer architecture
Pinpointing Representative Portions of Large Intel® Itanium® Programs with Dynamic Instrumentation
Proceedings of the 37th annual IEEE/ACM International Symposium on Microarchitecture
The optimum pipeline depth considering both power and performance
ACM Transactions on Architecture and Code Optimization (TACO)
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
The Danger of Interval-Based Power Efficiency Metrics: When Worst Is Best
IEEE Computer Architecture Letters
Online power-performance adaptation of multithreaded programs using hardware event-based prediction
Proceedings of the 20th annual international conference on Supercomputing
Proceedings of the 39th Annual IEEE/ACM International Symposium on Microarchitecture
Dynamic voltage frequency scaling for multi-tasking systems using online learning
ISLPED '07 Proceedings of the 2007 international symposium on Low power electronics and design
IBM Journal of Research and Development
Prediction models for multi-dimensional power-performance optimization on many cores
Proceedings of the 17th international conference on Parallel architectures and compilation techniques
Hybrid analytical modeling of pending cache hits, data prefetching, and MSHRs
Proceedings of the 41st annual IEEE/ACM International Symposium on Microarchitecture
A mechanistic performance model for superscalar out-of-order processors
ACM Transactions on Computer Systems (TOCS)
POWER4 system microarchitecture
IBM Journal of Research and Development
Proceedings of the 42nd Annual IEEE/ACM International Symposium on Microarchitecture
Applying statistical machine learning to multicore voltage & frequency scaling
Proceedings of the 7th ACM international conference on Computing frontiers
Interval-based models for run-time DVFS orchestration in superscalar processors
Proceedings of the 7th ACM international conference on Computing frontiers
A Counter Architecture for Online DVFS Profitability Estimation
IEEE Transactions on Computers
Memory power management via dynamic voltage/frequency scaling
Proceedings of the 8th ACM international conference on Autonomic computing
A detailed study on phase predictors
Euro-Par'05 Proceedings of the 11th international Euro-Par conference on Parallel Processing
Green governors: A framework for Continuously Adaptive DVFS
IGCC '11 Proceedings of the 2011 International Green Computing Conference and Workshops
Practical performance prediction under Dynamic Voltage Frequency Scaling
IGCC '11 Proceedings of the 2011 International Green Computing Conference and Workshops
Multi2Sim: a simulation framework for CPU-GPU computing
Proceedings of the 21st international conference on Parallel architectures and compilation techniques
Runtime performance projection model for dynamic power management
ACSAC'07 Proceedings of the 12th Asia-Pacific conference on Advances in Computer Systems Architecture
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Dynamic voltage and frequency scaling (DVFS) can make modern processors more power and energy efficient if we can accurately predict the effect of frequency scaling on processor performance. State-of-the-art DVFS performance predictors, however, fail to accurately predict performance when confronted with realistic memory systems. We propose CRIT+BW, the first DVFS performance predictor designed for realistic memory systems. In particular, CRIT+BW takes into account both variable memory access latency and performance effects of prefetching. When evaluated with a realistic memory system, DVFS realizes 65% of potential energy savings when using CRIT+BW, compared to less than 34% when using previously proposed DVFS performance predictors.