ACS Applied Nano Materials,
Journal Year:
2024,
Volume and Issue:
7(12), P. 13893 - 13918
Published: June 5, 2024
Two-dimensional
(2D)
materials
have
seen
a
dramatic
increase
in
use
recent
years
due
to
their
exceptional
characteristics,
which
make
them
perfect
for
wide
range
of
sensing
applications.
However,
achieving
optimal
performance
2D
material-based
sensors
often
poses
challenges
owing
material
limitations
and
environmental
factors.
The
combination
ML
algorithms
with
offers
way
maximize
selectivity,
sensitivity,
overall
sensor
dependability.
study
starts
by
looking
at
the
basic
characteristics
many
uses
sensing,
such
as
graphene
transition
metal
dichalcogenides
(TMDs).
It
then
explores
difficulties
encountered
conventional
techniques
shows
how
machine
learning
(ML)
overcome
these
difficulties.
A
thorough
examination
various
methods
used
is
provided,
along
an
explanation
functions
data
processing,
pattern
identification,
real-time
adaptive
sensing.
paper
also
discusses
might
lead
better
measures
including
lower
false
positive
rates
higher
accuracy.
Comprehensive
analysis
done
on
case
studies
that
demonstrate
effective
implementations
domains,
industrial
applications,
monitoring,
healthcare.
In
conclusion,
abstract
prospects
future,
highlighting
learning-assisted
are
developing
they
transform
technologies
variety
fields.
Renewable and Sustainable Energy Reviews,
Journal Year:
2023,
Volume and Issue:
188, P. 113813 - 113813
Published: Oct. 12, 2023
The
demand
for
alternative
energy
sources
from
non-recyclable
waste
materials
will
be
a
hot
research
topic
in
future
industries.
This
interest
is
primarily
due
to
the
ability
harness
materials,
provision
of
localized
power
solutions,
and
promotion
efficient
conversation.
In
this
respect,
Microbial
Fuel
Cells
(MFC)
represent
new
possessing
unique
qualities
many
applications.
MFC
generates
by
utilising
exoelectrogens
forming
biofilm
on
surface
anode.
Since
MFC,
wastewater
converted
into
protons
electrons
at
anode
surface,
where
biofilms
typically
develop,
becomes
most
vital
component.
Consequently,
significant
has
been
conducted
material
improve
performance.
present
review
focuses
different
aspects
including
comprehensive
summary
recent
developments
field
MFCs,
state-of-the-art
literature
based
bibliometric
analysis
using
keywords,
description
mechanism
operational
principle
applications
current
perspectives
use
carbon
nanotubes,
graphene,
graphitic
nitride,
MXene,
their
nanocomposites
as
with
stable
density
Lastly,
we
challenges
regarding
continued
development
culminating
overall
conclusions
related
research.