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A generalized smoothness criterion for acoustic-to-articulatory inversion

Abstract

The many-to-one mapping from representations in the speech articulatory space to acoustic space renders the associated acoustic-to-articulatory inverse mapping non-unique. Among various techniques, imposing smoothness constraints on the articulator trajectories is one of the common approaches to handle the non-uniqueness in the acoustic-to-articulatory inversion problem. This is because, articulators typically move smoothly during speech production. A standard smoothness constraint is to minimize the energy of the difference of the articulatory position sequence so that the articulator trajectory is smooth and low-pass in nature. Such a fixed definition of smoothness is not always realistic or adequate for all articulators because different articulators have different degrees of smoothness. In this paper, an optimization formulation is proposed for the inversion problem, which includes a generalized smoothness …

Date
October 1, 2010
Authors
Prasanta Kumar Ghosh, Shrikanth Narayanan
Journal
The Journal of the Acoustical Society of America
Volume
128
Issue
4
Pages
2162-2172
Publisher
AIP Publishing