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一种新的变步长LMS自适应谱线增强算法 被引量:10
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作者 张雯雯 司锡才 +1 位作者 柴娟芳 李利 《系统工程与电子技术》 EI CSCD 北大核心 2009年第1期33-35,共3页
针对自适应谱线增强器(ALE)理想误差不为零的现象,提出了一种新的变步长LMS算法。该算法建立了步长因子与权系数变化之间的非线性关系,使得步长因子随权系数变化的减小而减小,直至为零,并引入步长向量来实时地逐个调整权系数的每个值,... 针对自适应谱线增强器(ALE)理想误差不为零的现象,提出了一种新的变步长LMS算法。该算法建立了步长因子与权系数变化之间的非线性关系,使得步长因子随权系数变化的减小而减小,直至为零,并引入步长向量来实时地逐个调整权系数的每个值,以进一步加快算法的收敛速度。它具有初始阶段和未跟踪上信号前步长自动增大而稳态时步长变小最后为零的特点,并以线性调频信号为例,验证了算法对滤除非平稳信号噪声的有效性,提高信号的信噪比,证实该算法优于传统算法。 展开更多
关键词 自适应滤波 信噪比 非线性 自适应谱线增强 降噪 权系数变化 变步长LMS
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Identification of LPV Models with Non-uniformly Spaced Operating Points by Using Asymmetric Gaussian Weights 被引量:1
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作者 游杰 杨秦敏 +1 位作者 卢建刚 孙优贤 《Chinese Journal of Chemical Engineering》 SCIE EI CAS CSCD 2014年第7期795-798,共4页
In this paper, asymmetric Gaussian weighting functions are introduced for the identification of linear parameter varying systems by utilizing an input-output multi-model structure. It is not required to select operati... In this paper, asymmetric Gaussian weighting functions are introduced for the identification of linear parameter varying systems by utilizing an input-output multi-model structure. It is not required to select operating points with uniform spacing and more flexibility is achieved. To verify the effectiveness of the proposed approach, several weighting functions, including linear, Gaussian and asymmetric Gaussian weighting functions, are evaluated and compared. It is demonstrated through simulations with a continuous stirred tank reactor model that the oroposed aonroach nrovides more satisfactory aonroximation. 展开更多
关键词 IDENTIFICATION Multi-model linear parameter varying system Asymmetric Gaussian weight Continuous stirred tank reactor
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