FPGA implementation of the CAR Model of the cochlea

The front end of the human auditory system, the cochlea, converts sound signals from the outside world into neural impulses transmitted along the auditory pathway for further processing. The cochlea senses and separates sound in a nonlinear active fashion, exhibiting remarkable sensitivity and frequency discrimination. Although several electronic models of the cochlea have been proposed and implemented, none of these are able to reproduce all the characteristics of the cochlea, including large dynamic range, large gain and sharp tuning at low sound levels, and low gain and broad tuning at intense sound levels. Here, we implement the `Cascade of Asymmetric Resonators' (CAR) model of the cochlea on an FPGA. CAR represents the basilar membrane filter in the `Cascade of Asymmetric Resonators with Fast-Acting Compression' (CAR-FAC) cochlear model. CAR-FAC is a neuromorphic model of hearing based on a pole-zero filter cascade model of auditory filtering. It uses simple nonlinear extensions of conventional digital filter stages that are well suited to FPGA implementations, so that we are able to implement up to 1224 cochlear sections on Virtex-6 FPGA to process sound data in real time. The FPGA implementation of the electronic cochlea described here may be used as a front-end sound analyser for various machine-hearing applications.

[1]  Richard F. Lyon,et al.  An analog electronic cochlea , 1988, IEEE Trans. Acoust. Speech Signal Process..

[2]  J Lazzaro,et al.  Silicon modeling of pitch perception. , 1989, Proceedings of the National Academy of Sciences of the United States of America.

[3]  John Lazzaro,et al.  A Silicon Model Of Auditory Localization , 1989, Neural Computation.

[4]  D. D. Greenwood A cochlear frequency-position function for several species--29 years later. , 1990, The Journal of the Acoustical Society of America.

[5]  P. Dallos The active cochlea , 1992, The Journal of neuroscience : the official journal of the Society for Neuroscience.

[6]  Richard F. Lyon Filter cascades as analogs of the cochlea , 1998 .

[7]  Craig T. Jin,et al.  An Active 2-D Silicon Cochlea , 2008, IEEE Transactions on Biomedical Circuits and Systems.

[8]  André van Schaik,et al.  Silicon Models of the Auditory Pathway , 2010 .

[9]  Richard F. Lyon,et al.  History and future of auditory filter models , 2010, Proceedings of 2010 IEEE International Symposium on Circuits and Systems.

[10]  Richard F Lyon,et al.  Cascades of two-pole-two-zero asymmetric resonators are good models of peripheral auditory function. , 2011, The Journal of the Acoustical Society of America.

[11]  Richard F. Lyon,et al.  Using a Cascade of Asymmetric Resonators with Fast-Acting Compression as a Cochlear Model for Machine-Hearing Applications , 2011 .

[12]  J. Guinan,et al.  Progress in cochlear physiology after Békésy , 2012, Hearing Research.

[13]  Gregory Cohen,et al.  An FPGA Implementation of a Polychronous Spiking Neural Network with Delay Adaptation , 2013, Front. Neurosci..