TABLE III.
Neural processor performance summary and comparison
Digital Signal Processor | [45] | [46] | [47] | This Work |
---|---|---|---|---|
Process (nm) | 180 | 65 | 65 | 130 |
VDD (V) | 1.8 | 0.54 | 0.27 | 1.0 |
fs (kHz) | 30, 120, 240, 960 | 3200 | 480 | 80-640 |
Channel Number | 1 | 128 | 16 | 1 |
Power Consumption (μW/channel) | 148 | 0.175 | 4.68 | 9.5-52 |
Power Density (μW/mm2) | 54.8 | 58.3 | 66.8 | 5.1-28.1 |
Circuit Area (mm2/channel) | 2.7 | 0.003 | 0.07 | 1.85 |
Bit per Sample (bit) | N/A | 9 | 8 | 18 |
Median Clustering Accuracy | 84.5% | 72%-87% | 75% (SNR=0dB-15dB) | 80.8%-96.3% (SNR>2.5dB, Firing Rate>1Hz) |
Signal Processing Capability | Spike Detection, Feature Extraction, Clustering, Data Compression | Spike Detection, Feature Extraction, Clustering, Data Compression | Spike Detection, Clustering, Data Compression | Data Decimation, Low-Pass Filtering, Band-Pass Filtering, Data Compression, EC-PC Spike Detection, Spiking Probability Mapping, Spike Firing Rate, Recording Bandwidth Adjustment |