IEEE Solid-States Circuits Magazine - Winter 2022 - 66

1E+0
1E-1
1E-2
1E-3
1E-4
1E-5
1E-6
1E-7
1E-8
1E+0
1E-1
1E-2
1E-3
1E-4
1E-5
1E-6
1E-7
1E-8
2012 2013 2014 2015 2016 2017
Year
2018 2019 2020 2021 2022
FIGURE 21: The native and postprocessing BER for PUFs, showing the dramatic improvements
offered by PUF postprocessing.
1E+6
1E+5
1E+4
1E+3
1E+2
1E+1
1E+0
2008 2010 2012 2014 2016
Year
2018 2020 2022
FIGURE 22: The improvement in the measurements-to-disclosure of cryptographic keys of
side-channel counteraction techniques (normalized to an unprotected design).
95
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2014
2016
2018
Year
FIGURE 23: The integrated voltage regulator trends in power efficiency. SCVR: switchedcapacity
voltage regulator; LDO: low dropout; LCVR: inductor-based regulator.
66 WINTER 2022
IEEE SOLID-STATE CIRCUITS MAGAZINE
2020
as advanced driver assistance systems,
create a need for mechanisms
to enforce safe operation. In addition,
power and area reductions achieved
by digital and mixed-signal PLLs now
facilitate their use as analog functional
block drivers, but these new
applications come with additional
signal integrity constraints, leading
to the development of digital circuit
techniques for spurious-tone (Spur)
cancellation due to frequency mixing
with a reference or fractional
multiplier. Figure 24 describes a key
FoM combining the jitter, power, and
reference frequency for digital clock
generators across calendar years,
highlighting a continued trend in FoM
reduction, while recent works outline
an increasing effort in Spur cancellation
with mixed-signal and synthesized
all-digital implementations.
Machine Learning and AI
Type
SCVR
LDO
LCVR
2022
Subcommittee Chair:
Marian Verhelst, KU Leuven,
Heverlee, Belgium
In response to the worldwide trend of
increased interest and enthusiasm in
deep learning in recent years, ISSCC
established a subcommittee dedicated
to machine learning and AI, starting
two years ago with the 2020 edition.
As deep neural networks succeed in
achieving higher accuracy in a wide
variety of tasks, the size and computational
complexity of these models
keeps rising. Across data center, mobile,
and IoT workloads, this results
in continued demand for more energy-efficient
and higher-throughput
neural network computing for image
processing as well as other tasks.
This year's submissions are divided
into two sessions. First, there is a
full session on novel chip solutions
in support of image processing using
convolutional neural networks,
introducing a broad variety of circuit
techniques, ranging from analog circuitry
to CIM and hidden networks.
Then, we have a smaller session on
chip solutions focused on emerging
workloads, including transformer
networks for natural language
PUF BER (Native)
Power Efficiency (%)
Measurements-to-Disclosure
Normalized to Unprotected Design
PUF BER (Postprocessing)

IEEE Solid-States Circuits Magazine - Winter 2022

Table of Contents for the Digital Edition of IEEE Solid-States Circuits Magazine - Winter 2022

Contents
IEEE Solid-States Circuits Magazine - Winter 2022 - Cover1
IEEE Solid-States Circuits Magazine - Winter 2022 - Cover2
IEEE Solid-States Circuits Magazine - Winter 2022 - Contents
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