The simulation and evaluation of dynamic voltage scaling algorithms

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The simulation and evaluation of dynamic voltage scaling algorithms

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International Symposium on Low Power Electronics and Design archive
Proceedings of the 1998 international symposium on Low power electronics and design table of contents

Monterey, California, United States

Pages: 76 - 81

Year of Publication: 1998

ISBN:1-58113-059-7

Authors

Trevor Pering	University of California Berkeley Electronics Research Laboratory, 211-109 Cory #1770, Berkeley, CA
Tom Burd	University of California Berkeley Electronics Research Laboratory, 211-109 Cory #1770, Berkeley, CA
Robert Brodersen	University of California Berkeley Electronics Research Laboratory, 211-109 Cory #1770, Berkeley, CA

Sponsors

IEEE-SSCS : Solid Stat Circuits Council
SIGDA: ACM Special Interest Group on Design Automation
IEEE-EDS : Electronic Devices Society
IEEE-CAS : Circuits & Systems

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ACM New York, NY, USA

Bibliometrics

Downloads (6 Weeks): 35, Downloads (12 Months): 121, Citation Count: 133

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abstract references cited by index terms collaborative colleagues

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ABSTRACT

The reduction of energy consumption in microprocessors can be accomplished without impacting the peak performance through the use of dynamic voltage scaling (DVS). This approach varies the processor voltage under software control to meet dynamically varying performance requirements. This paper presents a foundation for the simulation and analysis of DVS algorithms. These algorithms are applied to a benchmark suite specifically targeted for PDA devices.

REFERENCES

Note: OCR errors may be found in this Reference List extracted from the full text article. ACM has opted to expose the complete List rather than only correct and linked references.

	1	ARM 8 Data-Sheet, Document Number ARM DDI0080C, Advanced RISC Machines Ltd, July 1996.
	2	T. D. Burd , R. W. Brodersen, Energy efficient CMOS microprocessor design, Proceedings of the 28th Hawaii International Conference on System Sciences (HICSS'95), p.288, January 04-07, 1995
	3	A. Chandrakasan, S. Sheng, R. W. Brodersen, "Lowpower CMOS digital design," IEEE Journal of Solid- State Circuits, Vol. 27, pp. 473-484, Ap. 1992
	4	A. Chandrakasan , V. Gutnik , T. Xanthopoulos, Data driven signal processing: an approach for energy efficient computing, Proceedings of the 1996 international symposium on Low power electronics and design, p.347-352, August 12-14, 1996, Monterey, California, United States
	5	Yasuhiro Endo , Zheng Wang , J. Bradley Chen , Margo Seltzer, Using latency to evaluate interactive system performance, Proceedings of the second USENIX symposium on Operating systems design and implementation, p.185-199, October 29-November 01, 1996, Seattle, Washington, United States
	6	Kinshuk Govil , Edwin Chan , Hal Wasserman, Comparing algorithm for dynamic speed-setting of a low-power CPU, Proceedings of the 1st annual international conference on Mobile computing and networking, p.13-25, November 13-15, 1995, Berkeley, California, United States [doi>10.1145/215530.215546]
	7	C.J. Linbald and D. L. Tennenhouse, "The VuSystem: A Programming System for Compute-intensive Multimedia," IEEE Journal of Sleeted Areas in Communication, 1996.
	8	Ben Shneiderman, Designing the user interface (2nd ed.): strategies for effective human-computer interaction, Addison-Wesley Longman Publishing Co., Inc., Boston, MA, 1992
	9	Mark Weiser, Some computer science issues in ubiquitous computing, Communications of the ACM, v.36 n.7, p.75-84, July 1993 [doi>10.1145/159544.159617]
	10	M. Weiser, B. Welch, A. Demers, and S. Shenker, "Scheduling for reduced CPU energy," Proc. 1st Syrup. on Operating Systems Design and Implementation, pp. 13-23, Nov. 1994.

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	Rakesh Kumar , Keith I. Farkas , Norman P. Jouppi , Parthasarathy Ranganathan , Dean M. Tullsen, Single-ISA Heterogeneous Multi-Core Architectures: The Potential for Processor Power Reduction, Proceedings of the 36th annual IEEE/ACM International Symposium on Microarchitecture, p.81, December 03-05, 2003
	Radu Marculescu , Massoud Pedram , Joerg Henkel, Distributed Multimedia System Design: A Holistic Perspective, Proceedings of the conference on Design, automation and test in Europe, p.21342, February 16-20, 2004
	Kari Kolehmainen , Mika Hongisto , Teemu Kanstrén, Optimizing dynamic performance scaling for user interface performance, Proceedings of the International Conference on Mobile Technology, Applications, and Systems, September 10-12, 2008, Yilan, Taiwan
	Yunsi Fei , Lin Zhong , Niraj K. Jha, An energy-aware framework for dynamic software management in mobile computing systems, ACM Transactions on Embedded Computing Systems (TECS), v.7 n.3, p.1-31, April 2008
	Slawomir Mikula , Gilbert De Mey , Andrzej Kos, Asynchronous control of modules activity in integrated systems for reducing peak temperatures, Integration, the VLSI Journal, v.41 n.3, p.447-458, May, 2008
	Yifan Zhu , Frank Mueller, Exploiting synchronous and asynchronous DVS for feedback EDF scheduling on an embedded platform, ACM Transactions on Embedded Computing Systems (TECS), v.7 n.1, p.1-26, December 2007
	Yong Yuan , Zongkai Yang , Min Chen , Jianhua He, A survey on information processing technologies in wireless sensor networks, International Journal of Ad Hoc and Ubiquitous Computing, v.1 n.3, p.103-109, May 2006
	Albert Mo Cheng , Yan Wang, A Dynamic Voltage Scaling Algorithm for Dynamic Workloads, Journal of Signal Processing Systems, v.52 n.1, p.45-57, July 2008
	Lin Zhong , Niraj K. Jha, Dynamic Power Optimization Targeting User Delays in Interactive Systems, IEEE Transactions on Mobile Computing, v.5 n.11, p.1473-1488, November 2006
	Vincent W. Freeh , David K. Lowenthal , Feng Pan , Nandini Kappiah , Rob Springer , Barry L. Rountree , Mark E. Femal, Analyzing the Energy-Time Trade-Off in High-Performance Computing Applications, IEEE Transactions on Parallel and Distributed Systems, v.18 n.6, p.835-848, June 2007
	Haijin Yan , Scott A. Watterson , David K. Lowenthal , Kang Li , Rupa Krishnan , Larry L. Peterson, Client-Centered, Energy-Efficient Wireless Communication on IEEE 802.11b Networks, IEEE Transactions on Mobile Computing, v.5 n.11, p.1575-1590, November 2006
	Vrinda Gupta , Rajoo Pandey, Data fusion and topology control in wireless sensor networks, WSEAS Transactions on Signal Processing, v.4 n.4, p.150-172, April 2008
	Mehdi Kargahi , Ali Movaghar, Stochastic DVS-based dynamic power management for soft real-time systems, Microprocessors & Microsystems, v.32 n.3, p.121-144, May, 2008
	Seung Woo Son , Guangyu Chen , Ozcan Ozturk , Mahmut Kandemir , Alok Choudhary, Compiler-Directed Energy Optimization for Parallel Disk Based Systems, IEEE Transactions on Parallel and Distributed Systems, v.18 n.9, p.1241-1257, September 2007
	Lakshmi N.B. Chakrapani , Kirthi Krishna Muntimadugu , Avinash Lingamneni , Jason George , Krishna V. Palem, Highly energy and performance efficient embedded computing through approximately correct arithmetic: a mathematical foundation and preliminary experimental validation, Proceedings of the 2008 international conference on Compilers, architectures and synthesis for embedded systems, October 19-24, 2008, Atlanta, GA, USA
	Vincent W. Freeh , Nandini Kappiah , David K. Lowenthal , Tyler K. Bletsch, Just-in-time dynamic voltage scaling: Exploiting inter-node slack to save energy in MPI programs, Journal of Parallel and Distributed Computing, v.68 n.9, p.1175-1185, September, 2008
	Avshalom Elyada , Ran Ginosar , Uri Weiser, Low-complexity policies for energy-performance tradeoff in chip-multi-processors, IEEE Transactions on Very Large Scale Integration (VLSI) Systems, v.16 n.9, p.1243-1248, September 2008
	Kambiz Rahimi , Chris Diorio, Design and application of adaptive delay sequential elements, IEEE Transactions on Very Large Scale Integration (VLSI) Systems, v.14 n.12, p.1354-1367, December 2006
	Kwanhu Bang , Sung-Yong Bang , Eui-Young Chung, Extended MPEG Video Format for Efficient Dynamic Voltage Scaling, IEICE Transactions on Fundamentals of Electronics, Communications and Computer Sciences, v.E91-A n.5, p.1283-1287, May 2008
	Teera Phatrapornnant , Michael J. Pont, Reducing Jitter in Embedded Systems Employing a Time-Triggered Software Architecture and Dynamic Voltage Scaling, IEEE Transactions on Computers, v.55 n.2, p.113-124, February 2006