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Dynamic power management approaches based on neural network | |
Lu, HX; Lu, Y; Tang, ZF; Wang, SJ; Lu, HX, Chinese Acad Sci, Inst Semicond, Neural Network Lab, Beijing 100083, Peoples R China. | |
2007 | |
会议名称 | 1st International Conference Bio-Inspired Computing -Theory and Applications |
会议录名称 | DYNAMICS OF CONTINUOUS DISCRETE AND IMPULSIVE SYSTEMS-SERIES B-APPLICATIONS & ALGORITHMS |
页码 | 14: 334-340 Part 1 Suppl |
会议日期 | SEP 18-22, 2006 |
会议地点 | Wuhan, PEOPLES R CHINA |
出版地 | C/O DCDIS JOURNAL, 317 KAREN PLACE, WATERLOO, ONTARIO N2L 6K8, CANADA |
出版者 | WATAM PRESS |
ISSN | 1492-8760 |
部门归属 | [lu, huaxiang; lu, yan; tang, zhifang; wang, shoujue] chinese acad sci, inst semicond, neural network lab, beijing 100083, peoples r china |
摘要 | Dynamic Power Management (DPM) is a technique to reduce power consumption of electronic system. by selectively shutting down idle components. In this article we try to introduce back propagation network and radial basis network into the research of the system-level policies. We proposed two PAY policies-Back propagation Power Management (BPPM) and Radial Basis Function Power management (RBFPM) which are based on Artificial Neural Networks (ANN). Our experiments show that the two power management policies greatly lowered the system-level power consumption and have higher performance than traditional Power Management(PM) techniques-BPPM is 1.09-competitive and RBFPM is 1.08-competitive vs. 1.79,145,1.18-competitive separately for traditional timeout PM, adaptive predictive PM and stochastic PM. |
关键词 | System |
学科领域 | 人工智能 |
主办者 | 作者关键词: power management; BPPM; RBFPM |
收录类别 | CPCI-S |
语种 | 英语 |
文献类型 | 会议论文 |
条目标识符 | http://ir.semi.ac.cn/handle/172111/7878 |
专题 | 中国科学院半导体研究所(2009年前) |
通讯作者 | Lu, HX, Chinese Acad Sci, Inst Semicond, Neural Network Lab, Beijing 100083, Peoples R China. |
推荐引用方式 GB/T 7714 | Lu, HX,Lu, Y,Tang, ZF,et al. Dynamic power management approaches based on neural network[C]. C/O DCDIS JOURNAL, 317 KAREN PLACE, WATERLOO, ONTARIO N2L 6K8, CANADA:WATAM PRESS,2007:14: 334-340 Part 1 Suppl. |
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