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首页> 外文期刊>IEEE Transactions on Signal Processing >Sufficient stability bounds for slowly varying direct-form recursive linear filters and their applications in adaptive IIR filters
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Sufficient stability bounds for slowly varying direct-form recursive linear filters and their applications in adaptive IIR filters

机译:缓慢变化的直接形式递归线性滤波器的足够稳定性边界及其在自适应IIR滤波器中的应用

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摘要

This article derives a sufficient time-varying bound on the maximum variation of the coefficients of an exponentially stable time-varying direct-form homogeneous linear recursive filter. The stability bound is less conservative than all previously derived bounds for time-varying IIR systems. The bound is then applied to control the step size of output-error adaptive IIR filters to achieve bounded-input bounded-output (BIBO) stability of the adaptive filter. Experimental results that demonstrate the good stability characteristics of the resulting algorithms are included. This article also contains comparisons with other competing output-error adaptive IIR filters. The results indicate that the stabilized method possesses better convergence behavior than other competing techniques.
机译:本文针对指数稳定时变直接形式齐次线性递归滤波器的系数的最大变化推导了足够的时变边界。对于时变的IIR系统,稳定性边界不如以前所有导出的边界保守。然后将边界应用于控制输出误差自适应IIR滤波器的步长,以实现自适应滤波器的有界输入有界输出(BIBO)稳定性。实验结果证明了所得算法的良好稳定性。本文还包含与其他竞争性输出误差自适应IIR滤波器的比较。结果表明,与其他竞争技术相比,稳定化方法具有更好的收敛性。

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