DocumentCode :
1749775
Title :
Nonlinear echo cancellation using decoupled A-B net structure
Author :
Sentoni, G.B. ; Cousseau, J.E. ; Diniz, P.S.R.
Author_Institution :
Fac. of Eng., Univ. Argentina de la Empresa, Buenos Aires, Argentina
Volume :
2
fYear :
2001
fDate :
2001
Firstpage :
917
Abstract :
This paper proposes a general nonlinear digital filter structure for echo cancellation applications. Although echo cancelers employing linear digital filter structures are more widely used, there are many applications where nonlinear filters must be used. We propose using the DABNet (Decoupled A-B Net) filter, which is composed of a decoupled linear dynamic system followed by a nonlinear static map, for echo cancellation. The linear dynamic system is initially spanned by a set of discrete Laguerre systems, and then cascaded with a single hidden layer perceptron. A model reduction technique can be performed not only to identify the main time constants, but also to reduce the dimensionality of the perceptron input. The DABNet structure is able to approximate any nonlinear, causal, discrete time invariant, multiple-input single output system with fading memory. Comparisons between echo cancelers implemented with the DABnet and nonlinear FIR filters are presented
Keywords :
FIR filters; digital filters; echo suppression; equalisers; nonlinear filters; perceptrons; DABNet filter structure; causal system; decoupled A-B net filter; decoupled A-B net structure; decoupled linear dynamic system; discrete Laguerre systems; discrete time invariant system; fading memory; hidden layer perceptron; linear dynamic system; model reduction; multiple-input single output system; nonlinear FIR filter; nonlinear channel equalization; nonlinear digital filter structure; nonlinear echo cancellation; nonlinear static map; perceptron input dimension reduction; DSL; Digital filters; Ear; Echo cancellers; Fading; Finite impulse response filter; Maximum likelihood detection; Nonlinear dynamical systems; Nonlinear filters; Reduced order systems;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Acoustics, Speech, and Signal Processing, 2001. Proceedings. (ICASSP '01). 2001 IEEE International Conference on
Conference_Location :
Salt Lake City, UT
ISSN :
1520-6149
Print_ISBN :
0-7803-7041-4
Type :
conf
DOI :
10.1109/ICASSP.2001.941065
Filename :
941065
Link To Document :
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