Title :
A fast projected gradient optimization method for real-time perception-based clipping of audio signals
Author :
Defraene, Bruno ; Van Waterschoot, Toon ; Diehl, Moritz ; Moonen, Marc
Author_Institution :
Dept. E.E./ESAT, Katholieke Univ. Leuven, Leuven, Belgium
Abstract :
Clipping is a necessary signal processing operation in many real time audio applications, yet it often reduces the sound quality of the signal. The recently proposed perception-based clipping algorithm has been shown to significantly outperform other clipping techniques in terms of objective sound quality scores. However, the real-time solution of the optimization problems that form the core of this algorithm, poses a challenge. In this paper, a fast gradient projection optimization method is proposed and incorporated into the perception based clipping algorithm. The optimization method will be shown to have an extremely low computational complexity per iteration, allowing the perception-based clipping algorithm to be applied in real-time for a broad range of clipping factors.
Keywords :
audio signal processing; computational complexity; gradient methods; optimisation; audio signal processing; computational complexity; gradient projection optimization method; real-time perception-based clipping algorithm; Accuracy; Computational complexity; Gradient methods; Nonlinear distortion; Real time systems; Clipping; audio signal processing; optimization; projected gradient method; psychoacoustics;
Conference_Titel :
Acoustics, Speech and Signal Processing (ICASSP), 2011 IEEE International Conference on
Conference_Location :
Prague
Print_ISBN :
978-1-4577-0538-0
Electronic_ISBN :
1520-6149
DOI :
10.1109/ICASSP.2011.5946408