Recursive estimation and time-series analysis: an introduction
Recursive estimation and time-series analysis: an introduction
MediaBench: a tool for evaluating and synthesizing multimedia and communicatons systems
MICRO 30 Proceedings of the 30th annual ACM/IEEE international symposium on Microarchitecture
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
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
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
Effective compile-time analysis for data prefetching in java
Effective compile-time analysis for data prefetching in java
Runtime Power Monitoring in High-End Processors: Methodology and Empirical Data
Proceedings of the 36th annual IEEE/ACM International Symposium on Microarchitecture
Ghosts in the machine: interfaces for better power management
Proceedings of the 2nd international conference on Mobile systems, applications, and services
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
Runtime identification of microprocessor energy saving opportunities
ISLPED '05 Proceedings of the 2005 international symposium on Low power electronics and design
Accurate and efficient regression modeling for microarchitectural performance and power prediction
Proceedings of the 12th international conference on Architectural support for programming languages and operating systems
PICSEL: measuring user-perceived performance to control dynamic frequency scaling
Proceedings of the 13th international conference on Architectural support for programming languages and operating systems
System-level power estimation using an on-chip bus performance monitoring unit
Proceedings of the 2008 IEEE/ACM International Conference on Computer-Aided Design
Proceedings of the 42nd Annual IEEE/ACM International Symposium on Microarchitecture
An emulation-based real-time power profiling unit for embedded software
SAMOS'09 Proceedings of the 9th international conference on Systems, architectures, modeling and simulation
CODES/ISSS '10 Proceedings of the eighth IEEE/ACM/IFIP international conference on Hardware/software codesign and system synthesis
Energy-aware resource sharing with mobile devices
Computer Networks: The International Journal of Computer and Telecommunications Networking
USENIX ATC'12 Proceedings of the 2012 USENIX conference on Annual Technical Conference
Proceedings of the eighth IEEE/ACM/IFIP international conference on Hardware/software codesign and system synthesis
Proceedings of the International Conference on Computer-Aided Design
| Hi-index | 0.01 |
We present an adaptive, feedback-based, energy estimation model for battery-powered embedded devices such as sensor network gateways and hand-held computers. Our technique maps hardware and software counters to energy consumption values using a set of first order, linear regression equations. Our system is novel in that it combines online and offline techniques to enable runtime power prediction. Our system employs an offline instantiated model that it continuously updates using feedback from a readily available battery monitor within the device.We empirically evaluate our model and detail its robustness, accuracy, and computational cost. We also analyze the stability of the model in the presence of feedback errors. We demonstrate that our approach can achieve an error rate of 1% (extant techniques: 2.6% to 4%) for computationally bound tasks and 6.6% (extant techniques: 11%) for communication bound tasks.