Spiking Cochlea With System-Level Local Automatic Gain Control

نویسندگان

چکیده

Including local automatic gain control (AGC) circuitry into a silicon cochlea design has been challenging because of transistor mismatch and model complexity. To address this, we present an alternative system-level algorithm that implements channel-specific AGC in spiking by measuring the output spike activity individual channels. The bandpass filter channel is adapted dynamically to input amplitude so average rate stays within defined range. Because this mechanism only needs counting adding operations, it can be implemented at low hardware cost future design. We evaluate impact on classification task where signal varies over 32dB Two classifier types receiving features were tested speech versus noise task. logistic regression achieves 6% improvement 40.8% relative accuracy when enabled. deep neural network shows similar for case higher mean 96% compared best 91% from classifier.

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ژورنال

عنوان ژورنال: IEEE Transactions on Circuits and Systems I-regular Papers

سال: 2022

ISSN: ['1549-8328', '1558-0806']

DOI: https://doi.org/10.1109/tcsi.2022.3150165