System-level power optimization: techniques and tools
ISLPED '99 Proceedings of the 1999 international symposium on Low power electronics and design
System-level power optimization: techniques and tools
ACM Transactions on Design Automation of Electronic Systems (TODAES)
Dynamic power management using adaptive learning tree
ICCAD '99 Proceedings of the 1999 IEEE/ACM international conference on Computer-aided design
Dynamic power management of laptop hard disk (poster paper)
DATE '00 Proceedings of the conference on Design, automation and test in Europe
Operating-system directed power reduction
ISLPED '00 Proceedings of the 2000 international symposium on Low power electronics and design
Energy efficient design of portable wireless systems
ISLPED '00 Proceedings of the 2000 international symposium on Low power electronics and design
Dynamic power management for portable systems
MobiCom '00 Proceedings of the 6th annual international conference on Mobile computing and networking
Performance analysis of a transaction based software system with shutdown
Proceedings of the 2nd international workshop on Software and performance
An adaptive algorithm for low-power streaming multimedia processing
Proceedings of the conference on Design, automation and test in Europe
Power optimization and management in embedded systems
Proceedings of the 2001 Asia and South Pacific Design Automation Conference
Dynamic I/O power management for hard real-time systems
Proceedings of the ninth international symposium on Hardware/software codesign
Power-aware operating systems for interactive systems
IEEE Transactions on Very Large Scale Integration (VLSI) Systems
A survey of design techniques for system-level dynamic power management
Readings in hardware/software co-design
Proceedings of the 2000 IEEE/ACM international conference on Computer-aided design
Low-energy off-chip SDRAM memory systems for embedded applications
ACM Transactions on Embedded Computing Systems (TECS)
Comparing System-Level Power Management Policies
IEEE Design & Test
Dynamic Power Management for Nonstationary Service Requests
IEEE Transactions on Computers
Dynamic Power Management of Multiprocessor Systems
IPDPS '02 Proceedings of the 16th International Parallel and Distributed Processing Symposium
EMSOFT '01 Proceedings of the First International Workshop on Embedded Software
Operating System and Algorithmic Techniques for Energy Scalable Wireless Sensor Networks
MDM '01 Proceedings of the Second International Conference on Mobile Data Management
Battery-aware power management based on Markovian decision processes
Proceedings of the 2002 IEEE/ACM international conference on Computer-aided design
Pruning-based energy-optimal device scheduling for hard real-time systems
Proceedings of the tenth international symposium on Hardware/software codesign
Proceedings of the 40th annual Design Automation Conference
Proceedings of the 40th annual Design Automation Conference
Dynamic management of power consumption
Power aware computing
A power-aware API for embedded and portable systems
Power aware computing
Mode Selection and Mode-Dependency Modeling for Power-Aware Embedded Systems
ASP-DAC '02 Proceedings of the 2002 Asia and South Pacific Design Automation Conference
Online strategies for dynamic power management in systems with multiple power-saving states
ACM Transactions on Embedded Computing Systems (TECS)
Hierarchical Adaptive Dynamic Power Management
Proceedings of the conference on Design, automation and test in Europe - Volume 1
Managing power consumption in networks on chips
IEEE Transactions on Very Large Scale Integration (VLSI) Systems
Formal Methods for Dynamic Power Management
Proceedings of the 2003 IEEE/ACM international conference on Computer-aided design
Dynamic power management for streaming data
Proceedings of the 2004 international symposium on Low power electronics and design
Power minimization in QoS sensitive systems
IEEE Transactions on Very Large Scale Integration (VLSI) Systems
Hierarchical Adaptive Dynamic Power Management
IEEE Transactions on Computers
Pruning-based, energy-optimal, deterministic I/O device scheduling for hard real-time systems
ACM Transactions on Embedded Computing Systems (TECS)
Proceedings of the 42nd annual Design Automation Conference
Energy optimal speed control of devices with discrete speed sets
Proceedings of the 42nd annual Design Automation Conference
Hierarchical power management with application to scheduling
ISLPED '05 Proceedings of the 2005 international symposium on Low power electronics and design
A Formal Framework for Modeling and Analysis of System-Level Dynamic Power Management
ICCD '05 Proceedings of the 2005 International Conference on Computer Design
An on-line approach for power minimization in QoS sensitive systems
ASP-DAC '03 Proceedings of the 2003 Asia and South Pacific Design Automation Conference
Run-time energy estimation in system-on-a-chip designs
ASP-DAC '03 Proceedings of the 2003 Asia and South Pacific Design Automation Conference
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
Stochastic modeling and optimization for robust power management in a partially observable system
Proceedings of the conference on Design, automation and test in Europe
Energy optimal speed control of a producer--consumer device pair
ACM Transactions on Embedded Computing Systems (TECS) - Special Section LCTES'05
A MAC layer power management scheme for efficient energy delay tradeoff in a WLAN
Computer Networks: The International Journal of Computer and Telecommunications Networking
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)
EURASIP Journal on Embedded Systems
Autonomic power and performance management for computing systems
Cluster Computing
Caching for bursts (C-Burst): let hard disks sleep well and work energetically
Proceedings of the 13th international symposium on Low power electronics and design
A framework of stochastic power management using hidden Markov model
Proceedings of the conference on Design, automation and test in Europe
Context-aware mechanisms for reducing interactive delays of energy management in disks
ATC'08 USENIX 2008 Annual Technical Conference on Annual Technical Conference
Dynamically configurable bus topologies for high-performance on-chip communication
IEEE Transactions on Very Large Scale Integration (VLSI) Systems
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
User model and utility based power management
AAAI'07 Proceedings of the 22nd national conference on Artificial intelligence - Volume 2
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
Towards a general framework for cross-layer decision making in multimedia systems
IEEE Transactions on Circuits and Systems for Video Technology
An outlook on design technologies for future integrated systems
IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems
Adaptive power management using reinforcement learning
Proceedings of the 2009 International Conference on Computer-Aided Design
Performance study and system optimization on sleep mode operation in IEEE 802.16e
IEEE Transactions on Wireless Communications
MIC '08 Proceedings of the 27th IASTED International Conference on Modelling, Identification and Control
Online reinforcement learning for dynamic multimedia systems
IEEE Transactions on Image Processing
Enhanced Q-learning algorithm for dynamic power management with performance constraint
Proceedings of the Conference on Design, Automation and Test in Europe
Proceedings of the Conference on Design, Automation and Test in Europe
Dynamic alteration schemes of real-time schedules for I/O device energy efficiency
ACM Transactions on Embedded Computing Systems (TECS)
Fast image motion segmentation for surveillance applications
Image and Vision Computing
Software for improving the energy efficiency of a computer cluster
Programming and Computing Software
Markov Model Based Power Management in Server Clusters
GREENCOM-CPSCOM '10 Proceedings of the 2010 IEEE/ACM Int'l Conference on Green Computing and Communications & Int'l Conference on Cyber, Physical and Social Computing
IEEE Transactions on Very Large Scale Integration (VLSI) Systems
Uncertainty-aware dynamic power management in partially observable domains
IEEE Transactions on Very Large Scale Integration (VLSI) Systems
Proceedings of the 48th Design Automation Conference
Learning to Infer the Status of Heavy-Duty Sensors for Energy-Efficient Context-Sensing
ACM Transactions on Intelligent Systems and Technology (TIST)
An adaptive hybrid dynamic power management algorithm for mobile devices
Computer Networks: The International Journal of Computer and Telecommunications Networking
Performance evaluation of power-aware communication network devices
EUC'05 Proceedings of the 2005 international conference on Embedded and Ubiquitous Computing
Quantitative µ-calculus analysis of power management in wireless networks
ICTAC'06 Proceedings of the Third international conference on Theoretical Aspects of Computing
Assertive dynamic power management (AsDPM) strategy for globally scheduled RT multiprocessor systems
PATMOS'09 Proceedings of the 19th international conference on Integrated Circuit and System Design: power and Timing Modeling, Optimization and Simulation
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
A methodology based on formal methods for predicting the impact of dynamic power management
SFM-Moby'05 Proceedings of the 5th international conference on Formal Methods for the Design of Computer, Communication, and Software Systems: mobile computing
Proceedings of the 3rd International Conference on Future Energy Systems: Where Energy, Computing and Communication Meet
Modeling and analyzing power management policies in server farms using stochastic Petri nets
Proceedings of the 3rd International Conference on Future Energy Systems: Where Energy, Computing and Communication Meet
Improving energy efficiency for mobile platforms by exploiting low-power sleep states
Proceedings of the 9th conference on Computing Frontiers
Online thermal control methods for multiprocessor systems
ACM Transactions on Design Automation of Electronic Systems (TODAES) - Special section on adaptive power management for energy and temperature-aware computing systems
Proceedings of the 3rd Extreme Conference on Communication: The Amazon Expedition
Video search and indexing with reinforcement agent for interactive multimedia services
ACM Transactions on Embedded Computing Systems (TECS) - Special issue on embedded systems for interactive multimedia services (ES-IMS)
On reducing energy management delays in disks
Journal of Parallel and Distributed Computing
Autonomic performance-per-watt management (APM) of cloud resources and services
Proceedings of the 2013 ACM Cloud and Autonomic Computing Conference
Online learning of timeout policies for dynamic power management
ACM Transactions on Embedded Computing Systems (TECS)
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Dynamic power management schemes (also called policies) reduce the power consumption of complex electronic systems by trading off performance for power in a controlled fashion, taking system workload into account. In a power-managed system it is possible to set components into different states, each characterized by performance and power consumption levels. The main function of a power management policy is to decide when to perform component state transitions and which transition should be performed, depending on system history, workload, and performance constraints. In the past, power management policies have been formulated heuristically. The main contribution of this paper is to introduce a finite-state, abstract system model for power-managed systems based on Markov decision processes. Under this model, the problem of finding policies that optimally tradeoff performance for power can be cast as a stochastic optimization problem and solved exactly and efficiently. The applicability and generality of the approach are assessed by formulating the Markov model and optimizing power management policies for several systems