无乘数常数矩阵向量乘法近似的一种新方法

Q2 Computer Science Eurasip Journal on Embedded Systems Pub Date : 2015-10-21 DOI:10.1109/EUC.2015.27
L. Aksoy, P. Flores, J. Monteiro
{"title":"无乘数常数矩阵向量乘法近似的一种新方法","authors":"L. Aksoy, P. Flores, J. Monteiro","doi":"10.1109/EUC.2015.27","DOIUrl":null,"url":null,"abstract":"Since human beings have limited perceptual abilities, in many digital signal processing (DSP) applications, e.g., image and video processing, the outputs do not need to be computed accurately. Instead, their computation can be approximated so that the area, delay, and/or power dissipation of the design can be reduced. This paper presents an approximation algorithm, called aura, for the multiplierless design of the constant matrix vector multiplication (CMVM) which is a ubiquitous operation in DSP systems. aura aims to tune the constants such that the resulting matrix leads to a CMVM design which requires the fewest adders/subtractors, satisfying the given error constraints. This paper also introduces its modified version, called aura-dc, which can reduce the delay of the CMVM operation with a small increase in the number of adders/subtractors. Experimental results show that the proposed algorithms yield significant reductions in the number of adders/subtractors with respect to the original realizations without violating the error constraints, and consequently lead to CMVM designs with less area, delay, and power dissipation. Moreover, they can generate alternative CMVM designs under different error constraints, enabling a designer to choose the one that fits best in an application.","PeriodicalId":35478,"journal":{"name":"Eurasip Journal on Embedded Systems","volume":null,"pages":null},"PeriodicalIF":0.0000,"publicationDate":"2015-10-21","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://sci-hub-pdf.com/10.1109/EUC.2015.27","citationCount":"7","resultStr":"{\"title\":\"A novel method for the approximation of multiplierless constant matrix vector multiplication\",\"authors\":\"L. Aksoy, P. Flores, J. Monteiro\",\"doi\":\"10.1109/EUC.2015.27\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"Since human beings have limited perceptual abilities, in many digital signal processing (DSP) applications, e.g., image and video processing, the outputs do not need to be computed accurately. Instead, their computation can be approximated so that the area, delay, and/or power dissipation of the design can be reduced. This paper presents an approximation algorithm, called aura, for the multiplierless design of the constant matrix vector multiplication (CMVM) which is a ubiquitous operation in DSP systems. aura aims to tune the constants such that the resulting matrix leads to a CMVM design which requires the fewest adders/subtractors, satisfying the given error constraints. This paper also introduces its modified version, called aura-dc, which can reduce the delay of the CMVM operation with a small increase in the number of adders/subtractors. Experimental results show that the proposed algorithms yield significant reductions in the number of adders/subtractors with respect to the original realizations without violating the error constraints, and consequently lead to CMVM designs with less area, delay, and power dissipation. Moreover, they can generate alternative CMVM designs under different error constraints, enabling a designer to choose the one that fits best in an application.\",\"PeriodicalId\":35478,\"journal\":{\"name\":\"Eurasip Journal on Embedded Systems\",\"volume\":null,\"pages\":null},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2015-10-21\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"https://sci-hub-pdf.com/10.1109/EUC.2015.27\",\"citationCount\":\"7\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Eurasip Journal on Embedded Systems\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.1109/EUC.2015.27\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"Q2\",\"JCRName\":\"Computer Science\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Eurasip Journal on Embedded Systems","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/EUC.2015.27","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q2","JCRName":"Computer Science","Score":null,"Total":0}
引用次数: 7

摘要

由于人类的感知能力有限,在许多数字信号处理(DSP)应用中,例如图像和视频处理,输出不需要精确计算。相反,它们的计算可以近似,这样可以减少设计的面积、延迟和/或功耗。针对DSP系统中普遍存在的常矩阵矢量乘法(CMVM)的无乘法器设计,提出了一种称为aura的近似算法。aura的目标是调整常数,使结果矩阵导致CMVM设计,需要最少的加/减法器,满足给定的错误约束。本文还介绍了它的改进版本aura-dc,它可以通过少量增加加/减数来减少CMVM操作的延迟。实验结果表明,所提出的算法在不违反误差约束的情况下显著减少了加/减法器的数量,从而使CMVM设计具有更小的面积、更小的延迟和更小的功耗。此外,它们可以在不同的错误约束下生成可选的CMVM设计,使设计人员能够选择最适合应用程序的设计。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
查看原文
分享 分享
微信好友 朋友圈 QQ好友 复制链接
本刊更多论文
A novel method for the approximation of multiplierless constant matrix vector multiplication
Since human beings have limited perceptual abilities, in many digital signal processing (DSP) applications, e.g., image and video processing, the outputs do not need to be computed accurately. Instead, their computation can be approximated so that the area, delay, and/or power dissipation of the design can be reduced. This paper presents an approximation algorithm, called aura, for the multiplierless design of the constant matrix vector multiplication (CMVM) which is a ubiquitous operation in DSP systems. aura aims to tune the constants such that the resulting matrix leads to a CMVM design which requires the fewest adders/subtractors, satisfying the given error constraints. This paper also introduces its modified version, called aura-dc, which can reduce the delay of the CMVM operation with a small increase in the number of adders/subtractors. Experimental results show that the proposed algorithms yield significant reductions in the number of adders/subtractors with respect to the original realizations without violating the error constraints, and consequently lead to CMVM designs with less area, delay, and power dissipation. Moreover, they can generate alternative CMVM designs under different error constraints, enabling a designer to choose the one that fits best in an application.
求助全文
通过发布文献求助,成功后即可免费获取论文全文。 去求助
来源期刊
Eurasip Journal on Embedded Systems
Eurasip Journal on Embedded Systems Computer Science-Computer Science (all)
CiteScore
2.50
自引率
0.00%
发文量
0
期刊介绍: The EURASIP Journal on Embedded Systems (EURASIP JES) is an international journal that serves the large community of researchers and professional engineers who deal with the theory and practice of embedded systems, particularly encompassing all practical aspects of theory and methods used in designing homogeneous as well as heterogeneous embedded systems that combine data-driven and control-driven behaviors. Original full and short papers, correspondence and reviews on design and development of embedded systems, methodologies applied for their specification, modeling and design, and adaptation of algorithms for real-time execution are encouraged for submission.
期刊最新文献
FIJI: Fault InJection Instrumenter Adaptive security monitoring for next-generation routers A novel power model for future heterogeneous 3D chip-multiprocessors in the dark silicon age Efficient embedded architectures for fast-charge model predictive controller for battery cell management in electric vehicles A new test set compression scheme for circular scan
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
现在去查看 取消
×
提示
确定
0
微信
客服QQ
Book学术公众号 扫码关注我们
反馈
×
意见反馈
请填写您的意见或建议
请填写您的手机或邮箱
已复制链接
已复制链接
快去分享给好友吧!
我知道了
×
扫码分享
扫码分享
Book学术官方微信
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术
文献互助 智能选刊 最新文献 互助须知 联系我们:info@booksci.cn
Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。
Copyright © 2023 Book学术 All rights reserved.
ghs 京公网安备 11010802042870号 京ICP备2023020795号-1