Title :
Neural network control for a cascade/parallel formant synthesizer
Author :
Scordilis, Michael S. ; Gowdy, John N.
Author_Institution :
Dept. of Electr. & Comput. Eng., Clemson Univ., SC, USA
Abstract :
Neural network control of a cascade/parallel formant text-to-speech synthesizer model is investigated. The task under investigation is the synthesis of isolated words spoken in isolation and with neutral intonation. The goals are to have the network successfully learn to produce the temporal parameters that drive the synthesizer and to evaluate its performance on novice utterances. The synthesis strategy and the network architecture and training are discussed, and results for the generation of the fundamental frequency contour using feedforward and sequential networks are shown
Keywords :
learning systems; neural nets; speech synthesis; cascade/parallel formant synthesizer; feedforward networks; fundamental frequency contour; isolated words; network architecture; neural network control; neutral intonation; novice utterances; sequential networks; synthesis strategy; temporal parameters; text-to-speech synthesizer model; training; Automatic control; Costs; Frequency synthesizers; Natural languages; Network synthesis; Neural networks; Speech enhancement; Speech synthesis; Synthesizers; User interfaces; Vocabulary;
Conference_Titel :
Acoustics, Speech, and Signal Processing, 1990. ICASSP-90., 1990 International Conference on
Conference_Location :
Albuquerque, NM
DOI :
10.1109/ICASSP.1990.115639