IEEE Solid-State Circuits Magazine - Summer 2015 - 69

ALTERNATIVE SAMPLING STRATEGIES
Many novel ADC sampling strategies have emerged over the last
decade, targeting a significant reduction in sampling energy consumption compared to traditional Nyquist rate conversion [Figure S2(a)], by
exploiting a priori signal information. To this end, compressed sensing
[Figure S2(b)] and innovation rate sampling [Figure S2(c)] try to reduce

the sampling bandwidth as closely as possible to the signal's information
rate. Feature-sampling ADCs [Figure S2(d)] reduce the dimensionality
of the waveform through analog analytics to retain only applicationrelevant signal features, with the intention of classifying these features
instead of reconstructing the original waveform.

Nyquist
ADC
Analog Signal
Bandwidth = W

F_Sample = 2W
(a)
Compression
Sequences

SubNyquist
ADC

Modulator Integrator
Analog Signal
Bandwidth = W
Average Pulse Rate = P

F_Sample = M ⋅P < 2W

(b)

SubNyquist
ADC

Smoothing
Filter
Analog Signal
Bandwidth = W
Average Pulse Rate = P

Physical
Bandwidth

Signal
Reconstruction

F_Sample = 2 P << 2W
(c)

Feature
Enhancing
Filter
Analog Signal
Bandwidth = W
Average Pulse Rate = P

Signal
Reconstruction

e.g., Feature =
Pulse Amplitude
(d)

SubNyquist
ADC

Feature
Processing/
Classifier

F_Sample =P <<< 2W

Nyquist Sampling
Compressed Sensing Sampling
Innovation Rate Sampling

Signal Information Rate

Feature Sampling

Application Feature Rate
(e)

Figure S2: Comparing sampling architectures: (a) Nyquist rate sampling, (b) compressed sensing sampling, (c) innovation rate
sampling, and (d) feature sampling using analog analytics. (e) Evolution of the physical bandwidth along the signal chain for the
architectures in (a)-(d).

IEEE SOLID-STATE CIRCUITS MAGAZINE

su m m e r 2 0 15

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