matlab overlap add,Overlap-Add/Save

男娘i 2023-01-13 10:13 110阅读 0赞

Overlap-Add/Save

This example shows how to filter a sinusoid with the Overlap-Add and Overlap-Save FFT methods using the Frequency-Domain FIR filter block.

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The overlap-add algorithm \[1\] filters the input signal in the frequency domain. The input is divided into non-overlapping blocks which are linearly convolved with the FIR filter coefficients. The linear convolution of each block is computed by multiplying the discrete Fourier transforms (DFTs) of the block and the filter coefficients, and computing the inverse DFT of the product. For filter length M and FFT size N, the last M-1 samples of the linear convolution are added to the first M-1 samples of the next input sequence. The first N-M+1 samples of each summation result are output in sequence.

The overlap-save algorithm \[2\] also filters the input signal in the frequency domain. The input is divided into overlapping blocks which are circularly convolved with the FIR filter coefficients. The circular convolution of each block is computed by multiplying the DFTs of the block and the filter coefficients, and computing the inverse DFT of the product. For filter length M and FFT size N, the first M-1 points of the circular convolution are invalid and discarded. The output consists of the remaining N-M+1 points, which are equivalent to the true convolution.

Overlap-save and overlap-add introduce a processing latency of N-M+1 samples. You can reduce this latency by partitioning the numerator into shorter segments, applying overlap-add or overlap-save over the partitions, and then combining the results to obtain the filtered output \[3\]. The latency is reduced to the partition length, at the expense of additional computation compared to traditional overlap-save/overlap-add (though still numerically more efficient than time-domain filtering for long filters). In this model, we use a partition length of 30, which reduces the latency from 213 samples for traditional overlap-add/overlap-save to 30 samples.

References

\[1\] Overlap-Add Algorithm: Proakis and Manolakis, Digital Signal Processing, 3rd ed, Prentice-Hall, Englewood Cliffs, NJ, 1996, pp. 430 - 433.

\[2\] Overlap-Save Algorithm: Oppenheim and Schafer, Discrete-Time Signal Processing, Prentice-Hall, Englewood Cliffs, NJ, 1989, pp. 558 - 560.

\[3\] T. G. Stockham Jr., "High-speed convolution and correlation", Proc. 1966 Spring Joint Computer Conf., AFIPS, Vol 28, 1966, pp. 229-233.

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