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Multichannel active noise control (ANC) systems are commonly based on adaptive signal processing algo- rithms that require high computational capacity, which constraints their practical implementation. Graphics Processing Units (GPUs) are well known for their potential for highly parallel data processing. Therefore, GPUs seem to be a suitable platform for multichannel scenarios. However, e cient use of parallel computa- tion in the adaptive filtering context is not straightforward due to the feedback loops. This paper presents a GPU implementation of a multichannel feedforward local ANC system based on the modified filtered-x LMS algorithm working over a real-time prototype. Details regarding the parallelization of the algorithm are given. Experimental results are presented to validate the real-time performance of the multichannel ANC GPU implementation.
Author (s): Lorente, Jorge; Ferrer, Miguel; de Diego, Maria; Belloch, Jose Antonio; Gonzalez, Alberto
Affiliation:
Universitat Politecnica de Valencia, Valencia, Spain
(See document for exact affiliation information.)
Publication Date:
2013-09-06
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Permalink: https://aes2.org/publications/elibrary-page/?id=16895
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Lorente, Jorge; Ferrer, Miguel; de Diego, Maria; Belloch, Jose Antonio; Gonzalez, Alberto; 2013; GPU Implementation of a Frequency-Domain Modified Filtered-X LMS Algorithm for Multichannel Local Active Noise Control [PDF]; Universitat Politecnica de Valencia, Valencia, Spain; Paper P-8; Available from: https://aes2.org/publications/elibrary-page/?id=16895
Lorente, Jorge; Ferrer, Miguel; de Diego, Maria; Belloch, Jose Antonio; Gonzalez, Alberto; GPU Implementation of a Frequency-Domain Modified Filtered-X LMS Algorithm for Multichannel Local Active Noise Control [PDF]; Universitat Politecnica de Valencia, Valencia, Spain; Paper P-8; 2013 Available: https://aes2.org/publications/elibrary-page/?id=16895
@article{lorente2013gpu,
author={lorente jorge and ferrer miguel and de diego maria and belloch jose antonio and gonzalez alberto},
journal={journal of the audio engineering society},
title={gpu implementation of a frequency-domain modified filtered-x lms algorithm for multichannel local active noise control},
year={2013},
number={P-8},
month={september},}
TY – paper
TI – GPU Implementation of a Frequency-Domain Modified Filtered-X LMS Algorithm for Multichannel Local Active Noise Control
AU – Lorente, Jorge
AU – Ferrer, Miguel
AU – de Diego, Maria
AU – Belloch, Jose Antonio
AU – Gonzalez, Alberto
PY – 2013
JO – Journal of the Audio Engineering Society
VL – P-8
Y1 – September 2013