Title :
A speech recognition system consisting of auditory feature extraction cells and velocity-controlled delay-lines. I. Feature extraction module
Author :
Fukuda, Megumu ; Yamauchi, Kouichirou ; Fukushima, Kunihiko
Author_Institution :
Dept. of Biophys. Eng., Osaka Univ., Japan
Abstract :
A model of speech recognition system is proposed and simulated. This model consists of two modules: a feature extraction module which is composed of layers of neuron-like cells with time constants, and a recognition module with delay-lines. This paper offers a detailed explanation of the feature extraction module of this model. The module consists of an adaptive-Q filter bank, which corresponds to the basilar membrane, a halfwave rectifier block, which corresponds to the layer of hair cells, and a feature extraction block made of neural cells. The features extracted by this model are frequency ascending, frequency descending, and continuous constant frequency components.
Keywords :
acoustic delay lines; adaptive filters; feature extraction; neural nets; speech recognition; adaptive-Q filter bank; auditory feature extraction cells; continuous constant frequency components; frequency ascending components; frequency descending components; halfwave rectifier; neural networks; speech recognition system; velocity-controlled delay-lines; Band pass filters; Biomembranes; Cells (biology); Feature extraction; Filter bank; Frequency; Hair; Low pass filters; Rectifiers; Speech recognition;
Conference_Titel :
Neural Networks, 1993. IJCNN '93-Nagoya. Proceedings of 1993 International Joint Conference on
Print_ISBN :
0-7803-1421-2
DOI :
10.1109/IJCNN.1993.713905