Alternative implementations of hybrid branch predictors
Proceedings of the 28th annual international symposium on Microarchitecture
IEEE Transactions on Very Large Scale Integration (VLSI) Systems
A decision-theoretic generalization of on-line learning and an application to boosting
Journal of Computer and System Sciences - Special issue: 26th annual ACM symposium on the theory of computing & STOC'94, May 23–25, 1994, and second annual Europe an conference on computational learning theory (EuroCOLT'95), March 13–15, 1995
A predictive system shutdown method for energy saving of event-driven computation
ICCAD '97 Proceedings of the 1997 IEEE/ACM international conference on Computer-aided design
Policy optimization for dynamic power management
DAC '98 Proceedings of the 35th annual Design Automation Conference
Dynamic power management for non-stationary service requests
DATE '99 Proceedings of the conference on Design, automation and test in Europe
Dynamic power management based on continuous-time Markov decision processes
Proceedings of the 36th annual ACM/IEEE Design Automation Conference
Dynamic power management using adaptive learning tree
ICCAD '99 Proceedings of the 1999 IEEE/ACM international conference on Computer-aided design
Quantitative comparison of power management algorithms
DATE '00 Proceedings of the conference on Design, automation and test in Europe
Dynamic Power Management: Design Techniques and CAD Tools
Dynamic Power Management: Design Techniques and CAD Tools
Adaptive Disk Spin-down Policies for Mobile Computers
MLICS '95 Proceedings of the 2nd Symposium on Mobile and Location-Independent Computing
Event-Driven Power Management of Portable Systems
Proceedings of the 12th international symposium on System synthesis
Hierarchical Adaptive Dynamic Power Management
Proceedings of the conference on Design, automation and test in Europe - Volume 1
TCON'95 Proceedings of the USENIX 1995 Technical Conference Proceedings
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
Adaptive Power Management Based on Reinforcement Learning for Embedded System
IEA/AIE '08 Proceedings of the 21st international conference on Industrial, Engineering and Other Applications of Applied Intelligent Systems: New Frontiers in Applied Artificial Intelligence
Online learning with expert advice and finite-horizon constraints
AAAI'08 Proceedings of the 23rd national conference on Artificial intelligence - Volume 1
Adaptive timeout policies for fast fine-grained power management
IAAI'07 Proceedings of the 19th national conference on Innovative applications of artificial intelligence - Volume 2
Adaptive power management using reinforcement learning
Proceedings of the 2009 International Conference on Computer-Aided Design
Supervised learning based power management for multicore processors
IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems
Enhanced Q-learning algorithm for dynamic power management with performance constraint
Proceedings of the Conference on Design, Automation and Test in Europe
Energy proportionality for disk storage using replication
Proceedings of the 14th International Conference on Extending Database Technology
Proceedings of the 48th Design Automation Conference
Adaptive Scheduling on Power-Aware Managed Data-Centers Using Machine Learning
GRID '11 Proceedings of the 2011 IEEE/ACM 12th International Conference on Grid Computing
An adaptive hybrid dynamic power management algorithm for mobile devices
Computer Networks: The International Journal of Computer and Telecommunications Networking
Improving energy efficiency for mobile platforms by exploiting low-power sleep states
Proceedings of the 9th conference on Computing Frontiers
FREP: Energy proportionality for disk storage using replication
Journal of Parallel and Distributed Computing
Power-aware performance increase via core/uncore reinforcement control for chip-multiprocessors
Proceedings of the 2012 ACM/IEEE international symposium on Low power electronics and design
Advanced power and thermal management for low-power, high-performance smartphones
Proceedings of the 2012 ACM/IEEE international symposium on Low power electronics and design
Online learning of timeout policies for dynamic power management
ACM Transactions on Embedded Computing Systems (TECS)
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Dynamic power management (DPM) work proposed to date places inactive components into low power states using a single DPM policy. In contrast, we instead dynamically select among a set of DPM policies with a machine learning algorithm. We leverage the fact that different policies outperform each other under different workloads and devices. Our algorithm adapts to changes in workloads and guarantees quick convergence to the best performing policy for each workload. We performed experiments with a policy set representing state of the art DPM policies on a hard disk drive and a WLAN card. Our results show that our algorithm adapts really well with changing device and workload characteristics and achieves an overall performance comparable to the best performing policy at any point of time.