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基于加权递推最小二乘法的微硬盘伺服信号滤波
引用本文:张洪波,黄心汉,彭刚,Ton Huang.基于加权递推最小二乘法的微硬盘伺服信号滤波[J].华中科技大学学报(自然科学版),2007,35(11):52-55.
作者姓名:张洪波  黄心汉  彭刚  Ton Huang
作者单位:1. 华中科技大学,控制科学与工程系,湖北,武汉,430074
2. 重庆禾兴江源科技发展有限公司,重庆,401121
基金项目:国家高技术研究发展计划(863计划)
摘    要:针对微硬盘伺服信号的滤波问题,采用了一种加权递推最小二乘法.该算法使用最小二乘加权时间平均准则取代通常的最小均方误差准则,并利用该准则导出权向量的自适应迭代公式,算法保证在每步迭代运算中权值都能调整到最佳,同时降低了权值调整量对噪声的敏感程度.实验结果表明:该算法滤波效果好、抗噪能力强、稳态收敛精度高和收敛速度快,适用于诸如微硬盘驱动器之类对收敛速度及消噪要求较高的场合.

关 键 词:自适应滤波  加权递推最小二乘  微硬盘驱动器  伺服信号  介质噪声  量测噪声
文章编号:1671-4512(2007)11-0052-04
修稿时间:2006年9月18日

Filtering of the servo signals from micro-HDD by weighted recursive least square algorithm
Zhang Hongbo,Huang Xinhan,Peng Gang,Ton Huang.Filtering of the servo signals from micro-HDD by weighted recursive least square algorithm[J].JOURNAL OF HUAZHONG UNIVERSITY OF SCIENCE AND TECHNOLOGY.NATURE SCIENCE,2007,35(11):52-55.
Authors:Zhang Hongbo  Huang Xinhan  Peng Gang  Ton Huang
Abstract:In order to solve the problems of signals filtering in micro hard disk drive(Micro-HDD),used was weighted recursive least square(WRLS) algorithm,in which least mean square(LMS) error principle was substituted by the rule of minimizing weighted mean of total square error from initial time to current time and the adaptive iterative formula of weight vector was derived to ensure optimal weight value in every iterative operation and reduce the sensitivity of the weight adjusting value to noise.Experimental results show that this algorithm displayed its excellent filtering effect,anti-noise performance,stable convergence precision and speed,being suitable for Micro-HDD in the faster convergence speed and higher noise attenuation.
Keywords:adaptive filtering  weighted recursive least square  micro-HDD  servo signal  media noise  measurement noise
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