一种有效实现块LMS自适应滤波器的状态空间方法

S. Gazor, B. Farhang-Boroujeny
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引用次数: 7

摘要

针对连续输入信号之间存在较大重叠的情况,提出了一种在矩形窗口上实现快速傅里叶变换的有效状态空间方法。这被称为广义滑动FFT (GSFFT)。最小化GSFFT的计算复杂度。保留了FFT结构的中间结果,可以在下次迭代中使用。将该方法的复杂度与标准FFT方法进行了比较。然后利用GSFFT提出了频域块最小均方自适应(FBLMS)滤波器的有效实现,该滤波器在滤波器长度较大时是有效的。
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A state space approach for efficient implementation of block LMS adaptive filters
An efficient state space method for implementing the fast Fourier transform over rectangular windows is proposed for the cases when there is a large overlap between the consecutive input signals. This is called the generalized sliding FFT (GSFFT). To minimize the computational complexity of the GSFFT. The intermediate result of the FFT structure which can be used in the next iterations are preserved. The complexity of this method is compared with that of standard FFT. The GSFFT is then used to propose an efficient implementation of the frequency domain block least mean square adaptive (FBLMS) filters, which are known to be efficient when filter length is large.<>
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