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Equiripple FIR filter design by the FFT algorithm

机译:通过FFT算法设计等波纹FIR滤波器

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摘要

The fast Fourier transform (FFT) algorithm has been used in a variety of applications in signal and image processing. In this article, a simple procedure for designing finite-extent impulse response (FIR) discrete-time filters using the FFT algorithm is described. The zero-phase (or linear phase) FIR filter design problem is formulated to alternately satisfy the frequency domain constraints on the magnitude response bounds and time domain constraints on the impulse response support. The design scheme is iterative in which each iteration requires two FFT computations. The resultant filter is an equiripple approximation to the desired frequency response. The main advantage of the FFT-based design method is its implementational simplicity and versatility. Furthermore, the way the algorithm works is intuitive and any additional constraint can be incorporated in the iterations, as long as the convexity property of the overall operations is preserved. In one-dimensional cases, the most widely used equiripple FIR filter design algorithm is the Parks-McClellan algorithm (1972). This algorithm is based on linear programming, and it is computationally efficient. However, it cannot be generalized to higher dimensions. Extension of our design method to higher dimensions is straightforward. In this case two multidimensional FFT computations are needed in each iteration.
机译:快速傅里叶变换(FFT)算法已在信号和图像处理的各种应用中使用。在本文中,描述了一种使用FFT算法设计有限范围脉冲响应(FIR)离散时间滤波器的简单过程。制定了零相位(或线性相位)FIR滤波器设计问题,以交替满足幅度响应边界上的频域约束和脉冲响应支持上的时域约束。该设计方案是迭代的,其中每次迭代都需要两次FFT计算。所得滤波器是所需频率响应的等波纹近似。基于FFT的设计方法的主要优点是其实现的简便性和多功能性。此外,该算法的工作方式是直观的,并且只要保留整个操作的凸性,就可以将任何其他约束条件合并到迭代中。在一维情况下,使用最广泛的等波纹FIR滤波器设计算法是Parks-McClellan算法(1972年)。该算法基于线性规划,并且计算效率高。但是,不能将其推广到更高的尺寸。将我们的设计方法扩展到更高的尺寸非常简单。在这种情况下,每次迭代都需要两次多维FFT计算。

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