Title :
Enhanced robustness to unvoiced speech and noise in the DYPSA algorithm for identification of glottal closure instants
Author :
Maqsood, Hania ; Gudnason, Jon ; Naylor, Patrick A.
Author_Institution :
Bahria Institue of Manage. & Comput. Sci., Islamabad, Pakistan
Abstract :
The DYPSA algorithm detects glottal closure instants (GCI) in speech signals. We present a modification to the DYPSA algorithm in which a voiced/unvoiced/silence discrimination measure is applied in order to reduce spurious GCIs detected by DYPSA for unvoiced speech or silence periods. Speech classification is addressed by formulating a decision rule for the GCI candidates which classifies the candidates as voiced or unvoiced on the basis of feature measurements extracted from the speech signal alone. Dynamic programming is then employed in order to select an optimum set of GCIs from the GCI candidates occurring only during voiced speech. The algorithm has been tested on the APLAWD speech database with 87.23% improvement achieved in reduction of spurious GCIs.
Keywords :
decision theory; dynamic programming; feature extraction; signal classification; signal denoising; speech processing; APLAWD speech database; DYPSA algorithm; decision rule; dynamic programming projected-phase slope algorithm; feature measurements; glottal closure instant identification; human speech production system; robustness enhancement; silence discrimination measure; speech classification; speech signals; unvoiced discrimination measure; unvoiced speech; voiced discrimination measure; Cost function; Databases; Europe; Signal processing algorithms; Speech; Speech processing;
Conference_Titel :
Signal Processing Conference, 2007 15th European
Conference_Location :
Poznan
Print_ISBN :
978-839-2134-04-6