Two-level pipelined implementation of systolic block Householder transformation with application to RLS algorithm

K. J. Liu, S. Hsieh, K. Yao
{"title":"Two-level pipelined implementation of systolic block Householder transformation with application to RLS algorithm","authors":"K. J. Liu, S. Hsieh, K. Yao","doi":"10.1109/ASAP.1990.145510","DOIUrl":null,"url":null,"abstract":"The authors propose a systolic block Householder transformation (SBHT) approach to implement the Householder transformation (HT) on a systolic array as well as its application to the recursive-least-squares (RLS) algorithm. Since the data are fetched in a block manner, vector operations are in general required for the vectorized array. However, by using a modified HT algorithm, a two-level pipelined implementation can be used to pipeline the SBHT systolic array both at the vector and word levels. The throughput can be as fast as that of the Givens rotation method. The approach makes the HT amenable for VLSI implementation as well as applicable to real-time high throughput applications of modern signal processing. The constrained RLS problem using the SBHT RLS systolic array is also considered.<<ETX>>","PeriodicalId":438078,"journal":{"name":"[1990] Proceedings of the International Conference on Application Specific Array Processors","volume":"1 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"1990-09-05","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"6","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"[1990] Proceedings of the International Conference on Application Specific Array Processors","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/ASAP.1990.145510","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 6

Abstract

The authors propose a systolic block Householder transformation (SBHT) approach to implement the Householder transformation (HT) on a systolic array as well as its application to the recursive-least-squares (RLS) algorithm. Since the data are fetched in a block manner, vector operations are in general required for the vectorized array. However, by using a modified HT algorithm, a two-level pipelined implementation can be used to pipeline the SBHT systolic array both at the vector and word levels. The throughput can be as fast as that of the Givens rotation method. The approach makes the HT amenable for VLSI implementation as well as applicable to real-time high throughput applications of modern signal processing. The constrained RLS problem using the SBHT RLS systolic array is also considered.<>
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
收缩块Householder变换的两级流水线实现及其在RLS算法中的应用
提出了一种收缩期块Householder变换(shbht)方法来实现收缩期数组上的Householder变换(HT)及其在递归最小二乘(RLS)算法中的应用。由于数据是以块的方式获取的,矢量化数组通常需要矢量操作。然而,通过使用改进的HT算法,可以使用两级流水线实现在向量和词级别上对shbht收缩数组进行流水线处理。吞吐量可以和Givens旋转方法一样快。该方法不仅适用于超大规模集成电路的实现,而且适用于现代信号处理的实时高吞吐量应用。本文还考虑了使用shbht RLS收缩阵列的约束RLS问题
本文章由计算机程序翻译,如有差异,请以英文原文为准。
求助全文
约1分钟内获得全文 去求助
来源期刊
自引率
0.00%
发文量
0
期刊最新文献
Design of run-time fault-tolerant arrays of self-checking processing elements Domain flow and streaming architectures A fault-tolerant two-dimensional sorting network Algorithmic mapping of neural network models onto parallel SIMD machines The bit-serial systolic back-projection engine (BSSBPE)
×
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