稳定过程归一化最小均值p-范数格算法的性能分析

M. Kahaei, B. Boashash, Mohamed Deriche
{"title":"稳定过程归一化最小均值p-范数格算法的性能分析","authors":"M. Kahaei, B. Boashash, Mohamed Deriche","doi":"10.1109/ISSPA.1999.818193","DOIUrl":null,"url":null,"abstract":"The existence of impulsive noise with /spl alpha/-stable distributions has been addressed in many applications. We present two new adaptive algorithms using the lattice structure for /spl alpha/-stable processes. In these algorithms fractional lower order moments of residual errors are used to update the filter coefficients. Based on the empirical results, the proposed algorithms show superior convergence speed over presently available techniques in parameter estimation of /spl alpha/-stable processes. The problem of misalignment of the mean of the estimated parameters with respect to the true values is also addressed.","PeriodicalId":302569,"journal":{"name":"ISSPA '99. Proceedings of the Fifth International Symposium on Signal Processing and its Applications (IEEE Cat. No.99EX359)","volume":"47 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"1999-08-22","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"2","resultStr":"{\"title\":\"Performance analysis of normalized least mean p-norm lattice algorithm for alpha-stable processes\",\"authors\":\"M. Kahaei, B. Boashash, Mohamed Deriche\",\"doi\":\"10.1109/ISSPA.1999.818193\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"The existence of impulsive noise with /spl alpha/-stable distributions has been addressed in many applications. We present two new adaptive algorithms using the lattice structure for /spl alpha/-stable processes. In these algorithms fractional lower order moments of residual errors are used to update the filter coefficients. Based on the empirical results, the proposed algorithms show superior convergence speed over presently available techniques in parameter estimation of /spl alpha/-stable processes. The problem of misalignment of the mean of the estimated parameters with respect to the true values is also addressed.\",\"PeriodicalId\":302569,\"journal\":{\"name\":\"ISSPA '99. Proceedings of the Fifth International Symposium on Signal Processing and its Applications (IEEE Cat. No.99EX359)\",\"volume\":\"47 1\",\"pages\":\"0\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"1999-08-22\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"2\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"ISSPA '99. Proceedings of the Fifth International Symposium on Signal Processing and its Applications (IEEE Cat. No.99EX359)\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.1109/ISSPA.1999.818193\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"ISSPA '99. Proceedings of the Fifth International Symposium on Signal Processing and its Applications (IEEE Cat. No.99EX359)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/ISSPA.1999.818193","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 2

摘要

具有/spl α /-稳定分布的脉冲噪声的存在已经在许多应用中得到了解决。针对/spl α /-稳定过程,提出了两种新的自适应算法。在这些算法中,利用残差的分数阶矩来更新滤波系数。基于经验结果,所提出的算法在/spl α /-稳定过程的参数估计中表现出优于现有技术的收敛速度。估计参数的平均值相对于真实值的偏差问题也得到了解决。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Performance analysis of normalized least mean p-norm lattice algorithm for alpha-stable processes
The existence of impulsive noise with /spl alpha/-stable distributions has been addressed in many applications. We present two new adaptive algorithms using the lattice structure for /spl alpha/-stable processes. In these algorithms fractional lower order moments of residual errors are used to update the filter coefficients. Based on the empirical results, the proposed algorithms show superior convergence speed over presently available techniques in parameter estimation of /spl alpha/-stable processes. The problem of misalignment of the mean of the estimated parameters with respect to the true values is also addressed.
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
自引率
0.00%
发文量
0
×
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
确定
请完成安全验证×
copy
已复制链接
快去分享给好友吧!
我知道了
右上角分享
点击右上角分享
0
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 布克学术 All rights reserved.
京ICP备2023020795号-1
ghs 京公网安备 11010802042870号
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术官方微信