Fast Convolution Algorithm for Real-Valued Finite Length Sequences
Weiwei Wang, Victor DeBrunner, Linda S. DeBrunner
Abstract
Weiwei Wang, Victor DeBrunner, Linda S. DeBrunner
Abstract
The Fast Fourier Transform (FFT)-based convolution is the most popular fast convolution algorithm. In past work, we developed the Discrete Hirschman Transform (DHT)-based convolution. When compared to the FFT-based convolution, our DHT-based convolution can reduce the computational complexity by a third. Recently, we developed a comprehensive DFT algorithm where every calculation is natively real-valued (RV) dot products. In this paper, we first apply the natively real-valued DFT to linear convolution. We call this method the RV-based convolution. The arithmetic analysis reveals that it efficiently reduces the operation counts. The algorithm is fast regardless of length.
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The Fast Fourier Transform (FFT)-based convolution is the most popular fast convolution algorithm. In past work, we developed the Discrete Hirschman Transform (DHT)-based convolution. When compared to the FFT-based convolution, our DHT-based convolution can reduce the computational complexity by a third. Recently, we developed a comprehensive DFT algorithm where every calculation is natively real-valued (RV) dot products. In this paper, we first apply the natively real-valued DFT to linear convolution. We call this method the RV-based convolution. The arithmetic analysis reveals that it efficiently reduces the operation counts. The algorithm is fast regardless of length.
Key concepts: Convolution (computer science), Fast Fourier transform, Overlap–add method, Rader's FFT algorithm, Convolution theorem, Circular convolution, Algorithm, Discrete Fourier transform (general)