Abstract
AbstractIn this paper, we propose a novel algorithm for blind source extraction (BSE) of a moving acoustic source recorded by multiple microphones. The algorithm is based on independent vector extraction (IVE) where the contrast function is optimized using the auxiliary function-based technique and where the recently proposed constant separating vector (CSV) mixing model is assumed. CSV allows for movements of the extracted source within the analyzed batch of recordings. We provide a practical explanation of how the CSV model works when extracting a moving acoustic source. Then, the proposed algorithm is experimentally verified on the task of blind extraction of a moving speaker. The algorithm is compared with state-of-the-art blind methods and with an adaptive BSE algorithm which processes data in a sequential manner. The results confirm that the proposed algorithm can extract the moving speaker better than the BSE methods based on the conventional mixing model and that it achieves improved extraction accuracy than the adaptive method.
Funder
Grantov? Agentura Cesk? Republiky
Student Grant Competition of the Technical University of Liberec
Office of Naval Research Global
Publisher
Springer Science and Business Media LLC
Subject
Electrical and Electronic Engineering,Acoustics and Ultrasonics
Reference47 articles.
1. S. Makino, T. -W. Lee, H. Sawada (eds.), Blind speech separation, vol. 615 (Springer, Dordrecht, 2007).
2. P. Comon, C. Jutten, Handbook of Blind Source Separation: Independent Component Analysis and Applications. Independent Component Analysis and Applications Series (Elsevier Science, Amsterdam, 2010).
3. E. Vincent, T. Virtanen, S. Gannot, Audio source separation and speech enhancement, 1st edn. (Wiley Publishing, Chichester, 2018).
4. A. Hyvärinen, J. Karhunen, E. Oja, Independent component analysis (John Wiley & Sons, Chichester, 2001).
5. P. Comon, Independent component analysis, a new concept?. Sig. Process. 36:, 287–314 (1994).
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