Stochastic systems: estimation, identification and adaptive control
Stochastic systems: estimation, identification and adaptive control
Robust and optimal control
IEEE Transactions on Very Large Scale Integration (VLSI) Systems
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
The simulation and evaluation of dynamic voltage scaling algorithms
ISLPED '98 Proceedings of the 1998 international symposium on Low power electronics and design
Software controlled power management
CODES '99 Proceedings of the seventh international workshop on Hardware/software codesign
Dynamic power management for non-stationary service requests
DATE '99 Proceedings of the conference on Design, automation and test in Europe
Power conscious fixed priority scheduling for hard real-time systems
Proceedings of the 36th annual ACM/IEEE Design Automation Conference
Dynamic power management based on continuous-time Markov decision processes
Proceedings of the 36th annual ACM/IEEE Design Automation Conference
Stochastic modeling of a power-managed system: construction and optimization
ISLPED '99 Proceedings of the 1999 international symposium on Low power electronics and design
Energy-aware adaptation for mobile applications
Proceedings of the seventeenth ACM symposium on Operating systems principles
Dynamic power management of complex systems using generalized stochastic Petri nets
Proceedings of the 37th Annual 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
Application-driven power management for mobile communication
Wireless Networks
Power optimization and management in embedded systems
Proceedings of the 2001 Asia and South Pacific Design Automation Conference
Dynamic power management in a mobile multimedia system with guaranteed quality-of-service
Proceedings of the 38th annual Design Automation Conference
Adaptive Markov Control Processes
Adaptive Markov Control Processes
Probability and Statistics with Reliability, Queuing and Computer Science Applications
Probability and Statistics with Reliability, Queuing and Computer Science Applications
Adaptive Control
Computer-Aided Design Techniques for Low Power Sequential Logic Circuits
Computer-Aided Design Techniques for Low Power Sequential Logic Circuits
Dynamic Power Management: Design Techniques and CAD Tools
Dynamic Power Management: Design Techniques and CAD Tools
Low Power Digital CMOS Design
Comparing System-Level Power Management Policies
IEEE Design & Test
Modeling Power Management for Hard Disks
MASCOTS '94 Proceedings of the Second International Workshop on Modeling, Analysis, and Simulation On Computer and Telecommunication Systems
Adaptive Hard Disk Power Management on Personal Computers
GLS '99 Proceedings of the Ninth Great Lakes Symposium on VLSI
Event-Driven Power Management of Portable Systems
Proceedings of the 12th international symposium on System synthesis
Software Strategies for Portable Computer Energy Management
Software Strategies for Portable Computer Energy Management
TCON'95 Proceedings of the USENIX 1995 Technical Conference Proceedings
ALS'99 Proceedings of the 3rd annual conference on Atlanta Linux Showcase - Volume 3
Policy optimization for dynamic power management
IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems
Dynamic Power Management Using Data Buffers
Proceedings of the conference on Design, automation and test in Europe - Volume 1
Dynamic power management for streaming data
Proceedings of the 2004 international symposium on Low power electronics and design
Hierarchical Adaptive Dynamic Power Management
IEEE Transactions on Computers
Automatic run-time selection of power policies for operating systems
Proceedings of the conference on Design, automation and test in Europe: Proceedings
Proceedings of the conference on Design, automation and test in Europe: Proceedings
Program Counter-Based Prediction Techniques for Dynamic Power Management
IEEE Transactions on Computers
Statistically Optimal Dynamic Power Management for Streaming Data
IEEE Transactions on Computers
A Novel Penalty Controllable Dynamic Voltage Scaling Scheme for Mobile Multimedia Applications
IEEE Transactions on Mobile Computing
Demand paging for OneNAND™ Flash eXecute-in-place
CODES+ISSS '06 Proceedings of the 4th international conference on Hardware/software codesign and system synthesis
Stochastic modeling and optimization for robust power management in a partially observable system
Proceedings of the conference on Design, automation and test in Europe
Measurement and modelling of the effective sleep time interval for dynamic power management of PCS
PDCN'07 Proceedings of the 25th conference on Proceedings of the 25th IASTED International Multi-Conference: parallel and distributed computing and networks
Wavelet-based dynamic power management for nonstationary service requests
ACM Transactions on Design Automation of Electronic Systems (TODAES)
Autonomic power and performance management for computing systems
Cluster Computing
RPM: a remote computer power management tool
International Journal of Computer Applications in Technology
Context-aware mechanisms for reducing interactive delays of energy management in disks
ATC'08 USENIX 2008 Annual Technical Conference on Annual Technical Conference
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
Reinforcement Learning-Based Dynamic Power Management for Energy Harvesting Wireless Sensor Network
IEA/AIE '09 Proceedings of the 22nd International Conference on Industrial, Engineering and Other Applications of Applied Intelligent Systems: Next-Generation Applied Intelligence
System-level power management using online learning
IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems
Run-time adaptive workload estimation for dynamic voltage scaling
IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems
MIC '08 Proceedings of the 27th IASTED International Conference on Modelling, Identification and Control
Online layered learning for cross-layer optimization of dynamic multimedia systems
MMSys '10 Proceedings of the first annual ACM SIGMM conference on Multimedia systems
Energy-efficient storage in virtual machine environments
Proceedings of the 6th ACM SIGPLAN/SIGOPS international conference on Virtual execution environments
Online reinforcement learning for dynamic multimedia systems
IEEE Transactions on Image Processing
Energy proportionality for disk storage using replication
Proceedings of the 14th International Conference on Extending Database Technology
Journal of Signal Processing Systems
An adaptive hybrid dynamic power management algorithm for mobile devices
Computer Networks: The International Journal of Computer and Telecommunications Networking
A dynamic energy conservation scheme for clusters in computing centers
ICESS'05 Proceedings of the Second international conference on Embedded Software and Systems
Robust and adaptive dynamic power management for time varying system
ICESS'04 Proceedings of the First international conference on Embedded Software and Systems
Why simple timeout strategies work perfectly in practice?
ICESS'04 Proceedings of the First international conference on Embedded Software and Systems
FREP: Energy proportionality for disk storage using replication
Journal of Parallel and Distributed Computing
Online learning of timeout policies for dynamic power management
ACM Transactions on Embedded Computing Systems (TECS)
| Hi-index | 14.99 |
Dynamic Power Management (DPM) is a design methodology aiming at reducing power consumption of electronic systems by performing selective shutdown of idle system resources. The effectiveness of a power management scheme depends critically on an accurate modeling of service requests and on the computation of the control policy. In this work, we present an online adaptive D P M scheme for systems that can be modeled as finite-state Markov chains. Online adaptation is required to deal with initially unknown or nonstationary workloads, which are very common in real-life systems. Our approach moves from exact policy optimization techniques in a known and stationary stochastic environment and it extends optimum stationary control policies to handle the unknown and nonstationary stochastic environment for practical applications. We introduce two workload learning techniques based on sliding windows and we study their properties. Furthermore, a two-dimensional interpolation technique is introduced to obtain adaptive policies from a precomputed look-up table of optimum stationary policies. The effectiveness of our approach is demonstrated by a complete DPM implementation on a laptop computer with a power-manageable hard disk that compares very favorably with existing DPM schemes.