分段各种步长自适应算法及其在消噪和磁强计标定中的性能

M. Pan, Hongfeng Pang, Shi-tu Luo, Qi Zhang, Ruifang Xie
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引用次数: 1

摘要

步长是LMS自适应算法中最重要的参数,它直接影响到自适应滤波器的性能。本文从理论上计算滤波器参数,并引入分段变步长(SVSS)来提高自适应滤波器的稳定性。仿真结果表明,该方法能较好地解决噪声消除中收敛速度与稳定性的矛盾。在仿真和实验的基础上,介绍了SVSS在三轴磁强计标定中的应用。实验结果表明,与固定步长和可变步长(VSS)方法相比,SVSS方法具有明显的优势。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Subsection various step-size adaptive algorithm and its performance in noise cancelling and magnetometer calibration
Step-size is the most important parameter in LMS adaptive algorithm, which directly influences the performance of adaptive filter. In this paper, filter parameter is theoretically calculated and subsection various step-size (SVSS) is introduced to improve stability of adaptive filter. Simulation results indicate that the new method of SVSS can solve well the contradiction between convergence rate and stability in noise cancelling. Furthermore, SVSS is introduced in calibration of three-axis magnetometer based on simulation and experiment. Obviously, experiment result shows the advantage of SVSS compared with fixed step-size and various step-size (VSS) method.
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