IEEE Transactions on Very Large Scale Integration (VLSI) Systems
A dynamic disk spin-down technique for mobile computing
MobiCom '96 Proceedings of the 2nd annual international conference on Mobile computing and networking
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
System-level power estimation and optimization
ISLPED '98 Proceedings of the 1998 international symposium on Low power electronics and design
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: 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
Adaptive Hard Disk Power Management on Personal Computers
GLS '99 Proceedings of the Ninth Great Lakes Symposium on VLSI
Quantitative comparison of power management algorithms
DATE '00 Proceedings of the conference on Design, automation and test in Europe
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
A constraint-based application model and scheduling techniques for power-aware systems
Proceedings of the ninth international symposium on Hardware/software codesign
Power-aware scheduling under timing constraints for mission-critical embedded systems
Proceedings of the 38th annual Design Automation Conference
A survey of design techniques for system-level dynamic power management
Readings in hardware/software co-design
Comparing System-Level Power Management Policies
IEEE Design & Test
Dynamic Power Management for Nonstationary Service Requests
IEEE Transactions on Computers
A power-aware API for embedded and portable systems
Power aware computing
Online strategies for dynamic power management in systems with multiple power-saving states
ACM Transactions on Embedded Computing Systems (TECS)
Formal Methods for Dynamic Power Management
Proceedings of the 2003 IEEE/ACM international conference on Computer-aided design
Dynamic Power Optimization Targeting User Delays in Interactive Systems
IEEE Transactions on Mobile Computing
Dynamic power management using machine learning
Proceedings of the 2006 IEEE/ACM international conference on Computer-aided design
A MAC layer power management scheme for efficient energy delay tradeoff in a WLAN
Computer Networks: The International Journal of Computer and Telecommunications Networking
Variation-tolerant dynamic power management at the system-level
IEEE Transactions on Very Large Scale Integration (VLSI) Systems
A low-power content-adaptive texture mapping architecture for real-time 3D graphics
PACS'02 Proceedings of the 2nd international conference on Power-aware computer systems
Dynamic alteration schemes of real-time schedules for I/O device energy efficiency
ACM Transactions on Embedded Computing Systems (TECS)
IEEE Transactions on Very Large Scale Integration (VLSI) Systems
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)
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The policy optimization problem for dynamic power management has received considerable attention in the recent past. We formulate policy optimization as a constrained optimization problem on continuous-time Semi-Markov decision processes (SMDP). SMDPs generalize the stochastic optimization approach based on discrete-time Markov decision processes (DTMDP) presented in the earlier work by relaxing two limiting assumptions. In SMDPs, decisions are made at each event occurrence instead of at each discrete time interval as in DTMDP, thus saving power and giving higher performance. In addition, SMDPs can have general inter-state transition time distributions, allowing for greater generality and accuracy in modeling real-life systems where transition times between power states are not geometrically distributed.