Photonics,
Journal Year:
2024,
Volume and Issue:
11(5), P. 442 - 442
Published: May 9, 2024
The
interplay
between
two
paradigms,
artificial
intelligence
(AI)
and
optical
metasurfaces,
nowadays
appears
obvious
unavoidable.
AI
is
permeating
literally
all
facets
of
human
activity,
from
science
arts
to
everyday
life.
On
the
other
hand,
metasurfaces
offer
diverse
sophisticated
multifunctionalities,
many
which
appeared
impossible
only
a
short
time
ago.
use
for
optimization
general
approach
that
has
become
ubiquitous.
However,
here
we
are
witnessing
two-way
process—AI
improving
but
some
also
AI.
helps
design,
analyze
utilize
while
ensure
creation
all-optical
chips.
This
ensures
positive
feedback
where
each
enhances
one:
this
may
well
be
revolution
in
making.
A
vast
number
publications
already
cover
either
first
or
second
direction;
modest
includes
both.
an
attempt
make
reader-friendly
critical
overview
emerging
synergy.
It
succinctly
reviews
research
trends,
stressing
most
recent
findings.
Then,
it
considers
possible
future
developments
challenges.
author
hopes
broad
interdisciplinary
will
useful
both
dedicated
experts
scholarly
audience.
Advanced Materials,
Journal Year:
2025,
Volume and Issue:
unknown
Published: May 16, 2025
Abstract
The
development
of
biomimetic
intelligent
thermal
management
materials
(BITMs)
is
essential
for
tackling
challenges
in
electronics
and
aerospace
applications.
These
possess
not
only
exceptional
conductivity
but
also
environmental
compatibility.
However,
developing
such
necessitates
overcoming
intricate
challenges,
as
precise
control
over
the
material
structure
optimization
material's
properties
stability.
This
review
comprehensively
overviews
research
progress
BITMs,
emphasizing
synergy
between
design
principles
artificial‐intelligence‐driven
methodologies
to
enhance
their
performance.
unique
nature‐inspired
structures
are
explored
valuable
insights
provided
into
adaptive
strategies,
which
can
be
further
enhanced
through
data
analytics
machine
learning
(ML).
offers
outlines
future
prospects
advanced
BITMs
by
integrating
ML
principles.
Electronics,
Journal Year:
2023,
Volume and Issue:
12(18), P. 3772 - 3772
Published: Sept. 6, 2023
The
review
highlights
possible
research
topics
matching
the
experimental
physics
of
matter
with
advances
in
electronics
to
improve
intelligent
design
and
control
innovative
smart
materials.
Specifically,
following
European
guidelines
Key
Enabling
Technologies
(KETs),
I
propose
different
suitable
for
project
proposals
research,
including
nanomaterials,
nanocomposite
materials,
nanotechnology,
artificial
intelligence
(AI),
a
focus
on
implementation.
paper
provides
new
framework
addressing
study
AI
driving
electronic
systems
procedures
determine
physical
properties
versatile
materials
dynamically
material’s
“self-reaction”
when
applying
external
stimuli.
proposed
allows
one
ideate
circuital
solutions
be
integrated
embedded
formed
algorithms
circuits.
challenge
is
bring
together
concepts
regarding
provide
direction
applications.
discussed
are
classified
as
Technology
Readiness
Levels
(TRL)
1
2.
Photonics,
Journal Year:
2024,
Volume and Issue:
11(5), P. 442 - 442
Published: May 9, 2024
The
interplay
between
two
paradigms,
artificial
intelligence
(AI)
and
optical
metasurfaces,
nowadays
appears
obvious
unavoidable.
AI
is
permeating
literally
all
facets
of
human
activity,
from
science
arts
to
everyday
life.
On
the
other
hand,
metasurfaces
offer
diverse
sophisticated
multifunctionalities,
many
which
appeared
impossible
only
a
short
time
ago.
use
for
optimization
general
approach
that
has
become
ubiquitous.
However,
here
we
are
witnessing
two-way
process—AI
improving
but
some
also
AI.
helps
design,
analyze
utilize
while
ensure
creation
all-optical
chips.
This
ensures
positive
feedback
where
each
enhances
one:
this
may
well
be
revolution
in
making.
A
vast
number
publications
already
cover
either
first
or
second
direction;
modest
includes
both.
an
attempt
make
reader-friendly
critical
overview
emerging
synergy.
It
succinctly
reviews
research
trends,
stressing
most
recent
findings.
Then,
it
considers
possible
future
developments
challenges.
author
hopes
broad
interdisciplinary
will
useful
both
dedicated
experts
scholarly
audience.
