CAR-Lite: A Multi-Rate Cochlear Model on FPGA for Spike-Based Sound Encoding

被引:6
作者
Singh, Ram Kuber [1 ]
Xu, Ying [1 ]
Wang, Runchun [1 ]
Hamilton, Tara Julia [2 ]
Denham, Susan L. [3 ]
van Schaik, Andre [1 ]
机构
[1] Western Sydney Univ, MARCS Inst Brain Behav & Dev, Werrington South,Penrith Campus, Kingswood, NSW 2751, Australia
[2] Macquarie Univ, Sch Engn, Sydney, NSW 2109, Australia
[3] Univ Plymouth, Fac Hlth & Human Sci, Sch Psychol, Plymouth PL4 8AA, Devon, England
关键词
Neuromorphic engineering; electronic cochlea; basilar membrane; inner hair cell; auditory nerve; FPGA; multi-rate sampling; AUDITORY-NERVE FIBERS; INNER-HAIR CELL; RESPONSES; STOCHASTICITY; TRANSMISSION; ADAPTATION; INTENSITY;
D O I
10.1109/TCSI.2018.2868247
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
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.
引用
收藏
页码:1805 / 1817
页数:13
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