This paper introduces a new framework for multichannel adaptive filtering, aiming at improving performance of an overall filtering system. The proposed architecture relies on the properties of the adaptive combination of filters which exploits the capabilities of different constituents, thus adaptively providing at least the behaviour of the best performing filter. Applying this concept to multichannel filtering systems, we define a scheme for the combination of multiple-input multiple-output (MIMO) filters. More precisely the proposed structure involves the combination of two different multiple-input singleoutput (MISO) systems for each MIMO output. We propose such framework with application to the multichannel acoustic echo cancellation (MAEC) with the goal of giving robustness to the system against impulsive background noise, and thus improving overall cancelling performance. Experimental results show the effectiveness of the proposed combined MAEC in the presence of adverse environmental conditions. © 2013 University of Trieste and University of Zagreb.
Convex combination of MIMO filters for multichannel acoustic echo cancellation / Comminiello, Danilo; Scardapane, Simone; Scarpiniti, Michele; Parisi, Raffaele; Uncini, Aurelio. - In: ISPA. - ISSN 1845-5921. - (2013), pp. 778-782. (Intervento presentato al convegno 8th International Symposium on Image and Signal Processing and Analysis, ISPA 2013 tenutosi a Trieste; Italy nel 4 September 2013 through 6 September 2013) [10.1109/ispa.2013.6703842].
Convex combination of MIMO filters for multichannel acoustic echo cancellation
COMMINIELLO, DANILO;SCARDAPANE, SIMONE;SCARPINITI, MICHELE;PARISI, Raffaele;UNCINI, Aurelio
2013
Abstract
This paper introduces a new framework for multichannel adaptive filtering, aiming at improving performance of an overall filtering system. The proposed architecture relies on the properties of the adaptive combination of filters which exploits the capabilities of different constituents, thus adaptively providing at least the behaviour of the best performing filter. Applying this concept to multichannel filtering systems, we define a scheme for the combination of multiple-input multiple-output (MIMO) filters. More precisely the proposed structure involves the combination of two different multiple-input singleoutput (MISO) systems for each MIMO output. We propose such framework with application to the multichannel acoustic echo cancellation (MAEC) with the goal of giving robustness to the system against impulsive background noise, and thus improving overall cancelling performance. Experimental results show the effectiveness of the proposed combined MAEC in the presence of adverse environmental conditions. © 2013 University of Trieste and University of Zagreb.I documenti in IRIS sono protetti da copyright e tutti i diritti sono riservati, salvo diversa indicazione.