Publications
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