TY - JOUR
T1 - CAR-Lite : a multi-rate cochlear model on FPGA for spike-based sound encoding
AU - Singh, Ram Kuber
AU - Xu, Ying
AU - Wang, Runchun
AU - Hamilton, Tara Julia
AU - Denham, Susan L.
AU - Schaik, Andre van
PY - 2019
Y1 - 2019
N2 - Filters in cochlear models use different coefficients to break sound into a 2-D time-frequency representation. On digital hardware with a single sampling rate, the number of bits required to represent these coefficients requires substantial computational resources such as memory storage. In this paper, we present a cochlear model operating at multiple sampling rates. As a result, fewer bits are required to represent filter coefficients on hardware as opposed to all the filters operating at a single sampling rate; with a 108-filter cochlear implementation, up to nine times fewer coefficients are needed. We present an implementation of this model in Matlab and on an Altera Cyclone V field-programmable gate array. We also demonstrate the capability of our model to encode sound at various intensity levels and with real-world signals.
AB - Filters in cochlear models use different coefficients to break sound into a 2-D time-frequency representation. On digital hardware with a single sampling rate, the number of bits required to represent these coefficients requires substantial computational resources such as memory storage. In this paper, we present a cochlear model operating at multiple sampling rates. As a result, fewer bits are required to represent filter coefficients on hardware as opposed to all the filters operating at a single sampling rate; with a 108-filter cochlear implementation, up to nine times fewer coefficients are needed. We present an implementation of this model in Matlab and on an Altera Cyclone V field-programmable gate array. We also demonstrate the capability of our model to encode sound at various intensity levels and with real-world signals.
KW - cochlea
KW - field programmable gate arrays
KW - neuromorphics
UR - http://handle.westernsydney.edu.au:8081/1959.7/uws:50428
U2 - 10.1109/TCSI.2018.2868247
DO - 10.1109/TCSI.2018.2868247
M3 - Article
SN - 1549-8328
VL - 66
SP - 1805
EP - 1817
JO - IEEE Transactions on Circuits and Systems I: Regular Papers
JF - IEEE Transactions on Circuits and Systems I: Regular Papers
IS - 5
ER -