Title :
A real time connected word recognition system
Author :
Ishikawa, Yasushi ; Nakajima, Kunio
Author_Institution :
Mitsubishi Electr. Corp., Kamakura, Japan
Abstract :
A real-time speaker-dependent connected word recognition system with speaker adaptation is described. Cepstral analysis is performed using a digital signal processor. The system generates word candidates by continuous dynamic time warping (DTW) between input speech and word templates. With DTW-LSI chips, the matching between an input pattern and 500 word templates can be carried out in real time. Sentence syntax rules are represented by a finite-state network model, and a real-time search is performed using parallel processors. The system can handle an 8000-word (maximum) vocabulary task, if focus control is performed and the words to be recognized simultaneously are in groups of less than 500. The system has a speaker adaptation function based on vector quantization. The recognition system has been evaluated in a 191-word vocabulary expert system for a nuclear power plant and achieves sentence-recognition accuracies of 94.7% and of 93% with the speaker adaptation. The system can realize a speech dialogue expert system for practical use
Keywords :
digital signal processing chips; large scale integration; parallel processing; real-time systems; search problems; spectral analysis; speech recognition; cepstral analysis; continuous dynamic time warping; digital signal processor; finite-state network model; focus control; parallel processors; real-time search; real-time speaker-dependent connected word recognition system; sentence syntax rules; speaker adaptation; speaker adaptation function; speech dialogue expert system; vector quantization; word templates; Cepstral analysis; Control systems; Digital signal processors; Expert systems; Impedance matching; Pattern matching; Real time systems; Speech; Vector quantization; Vocabulary;
Conference_Titel :
Pattern Recognition, 1990. Proceedings., 10th International Conference on
Conference_Location :
Atlantic City, NJ
Print_ISBN :
0-8186-2062-5
DOI :
10.1109/ICPR.1990.119356