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. Author manuscript; available in PMC: 2022 Jul 1.
Published in final edited form as: IEEE J Solid-State Circuits. 2021 Feb 9;56(7):2142–2157. doi: 10.1109/jssc.2021.3056040

TABLE I.

Performance Summary and Comparison with the State-of-the-art Bidirectional Neural Interfaces

This work [28] VLSI’ 17 [39] JSSC’ 20 [42] SSCL’ 18 [43] JSSC’ 16 [32] TBCAS’ 18 [17] VLSI’ 16 [38] VLSI’ 17 [24] JSSC” 6 [15] JSSC’ 18
Technology (nm) 180 180 HV 130 65 180 40/HV 180a 180 65 180 130
Supply voltage (V) 1, 3 1, 3∼12 0.6, 1.2, 3.3 1 - 0.6, 1.2, 1.8, ±5 0.8, 3.3 0.5, 2.5 1.8, 2, 3∼12 1.2, 3.3
IRNb (μVrms) 6.2c/11d,e 1.6 1.6 7.5c/8.2d 3.05 2.2 5.9f 2.78 2.09 12.0
Signal BW (Hz) 200 g -9k DC-500 1–500 10–8.3k 1–2k 1–250 17–1.65k 1–1k 0.59–117 0.5–10k
Voltage gain (dB) 27.6–50.0 NA NA 45–65 40–60 NA 42 NA 50–70 6–69.5
ADC res./ENOB(b) 10/8.6 15/10.2 12/11.3 10/- 10/- NA/12.8 8/- 14/- 10/7.8i 10/-
THDj 0.9% 2mVpp,in 1kHz 50dB 0.7% 0–1Vpp,in 60Hz - 0.4% 1.2mVpp,in 1kHz 65dB - 0.009k% 0–1Vpp,in 203Hz - - 0.4i% 8.9mVpp,in 97Hz 50dB 0.89% 20mVpp,in 10kHz 54dB
AFE power/Ch(μW) 2.5 NA NA 1.8 0.24 NA 0.8 2.98i 3.75 25.2
ADC power/Ch(μW) 0.38 8.0 1.7 - 0.09 8.2 - - - 0.88
Canc. power/Ch(μW) 1.42 NA NA 0.9 - NA NA - NA NA
Rec. area/Ch (mm2) 0.66 - 0.023 0.18 0.17 0.12 0.04 0.15 0.56 0.1h
# Rec front-ends / Stimulation cores 8 / 2 64 / 4 32 / 32 64 / 2 8 / 4 32 / 8 16 / 1 1 16 / 16 1024 / 64
# Artifact cancelers 8 0 0 8 8 4 0 1 0 0
Artifact cancellation method FE filter NA NA FE filter FE filter BE filter NA FE template subtraction - -
# Filter taps, type and learning algorithm 2, IIR, sign-sign LMS NA NA 32, FIR, sign-sign LMS 8, FIR, sign-sign LMS 16, FIR, normalized LMS NA NA NA NA
Max # uncorrelated stimulation artifacts mitigated by each canceler 2 NA NA 1 1 1 NA 1 NA NA
Die size (mm2) 11.76 11.52 1.0h,l 5.14 1.74l 9.88/16.43a 1.1l - 25.0 192m

AFE: LNA+PGA, FE: front-end, BE: back-end

NA: Not applicable

-: Not reported

a

Separate neural recording and stimulation chips in different technologies were fabricated.

b

Integrated input referred noise measured for the reported bandwidth.

c

Standalone AFE w/o the front-end CDAC.

d

w/ the front-end CDAC.

e

AFE (max gain setting)+ADC quantization noise.

f

Measured for 10Hz-10kHz.

g

The high-pass corner was limited because the pseudo-resistors in the amplifier had to be shorted to prevent any disruption in the biasing due to the substrate DC leakage currents.

h

Estimated.

i

AFE+ADC.

j

THD measured for the given single-tone input amplitude, frequency and AFE gain.

k

Reported HD3, the design uses a nonlinearity correction block.

l

Active area (excluding pads).

m

Includes 16k electrode sites and active pixels.