Applied Sciences,
Journal Year:
2024,
Volume and Issue:
14(6), P. 2246 - 2246
Published: March 7, 2024
In
recent
years,
electric
vehicles
(EVs)
have
become
increasingly
popular,
bringing
about
fundamental
shifts
in
transportation
to
reduce
greenhouse
effects
and
accelerate
progress
toward
decarbonization.
The
role
of
EVs
has
also
experienced
a
paradigm
shift
for
future
energy
networks
as
an
active
player
the
form
vehicle-to-grid,
grid-to-vehicle,
vehicle-to-vehicle
technologies.
spend
significant
part
day
parked
remarkable
potential
contribute
sustainability
backup
power
units.
this
way,
can
be
connected
grid
stationary
units,
providing
range
services
increase
its
reliability
resilience.
available
systems
show
that
used
alternative
sources
various
network
like
smart
grids,
microgrids,
virtual
plants
besides
transportation.
While
grid–EV
connection
offers
contributions,
it
some
limitations
effects.
context,
current
study
highlights
system
impacts
key
contributions
grids.
Regarding
case
EV
integration
into
challenges
difficulties
are
categorized
under
stability,
voltage/current
distortions,
load
profile,
losses.
Voltage/current
distortions
sags,
unbalances,
harmonics,
supraharmonics
detailed
study.
Subsequently,
terms
management,
grid-quality
support,
balancing,
socio-economic
explained.
management
part,
issues
such
flow,
renewable
elaborated.
Then,
fault
ride-through
capability,
reactive
compensation,
harmonic
mitigation,
loss
reduction
presented
provide
information
on
quality
enhancement.
Lastly,
employment,
net
billing
fees,
with
sources,
environmental
elucidated
present
Energy & Environment,
Journal Year:
2024,
Volume and Issue:
35(7), P. 3833 - 3879
Published: May 22, 2024
The
global
transition
toward
sustainable
energy
sources
has
prompted
a
surge
in
the
integration
of
renewable
systems
(RES)
into
existing
power
grids.
To
improve
efficiency,
reliability,
and
economic
viability
these
systems,
synergistic
application
artificial
intelligence
(AI)
methods
emerged
as
promising
avenue.
This
study
presents
comprehensive
review
current
state
research
at
intersection
AI,
highlighting
key
methodologies,
challenges,
achievements.
It
covers
spectrum
AI
utilizations
optimizing
different
facets
RES,
including
resource
assessment,
forecasting,
system
monitoring,
control
strategies,
grid
integration.
Machine
learning
algorithms,
neural
networks,
optimization
techniques
are
explored
for
their
role
complex
data
sets,
enhancing
predictive
capabilities,
dynamically
adapting
RES.
Furthermore,
discusses
challenges
faced
implementation
such
variability,
model
interpretability,
real-time
adaptability.
potential
benefits
overcoming
include
increased
yield,
reduced
operational
costs,
improved
stability.
concludes
with
an
exploration
prospects
emerging
trends
field.
Anticipated
advancements
explainable
reinforcement
learning,
edge
computing,
discussed
context
impact
on
Additionally,
paper
envisions
AI-driven
solutions
smart
grids,
decentralized
development
autonomous
management
systems.
investigation
provides
important
insights
landscape
applications
Applied Sciences,
Journal Year:
2024,
Volume and Issue:
14(6), P. 2246 - 2246
Published: March 7, 2024
In
recent
years,
electric
vehicles
(EVs)
have
become
increasingly
popular,
bringing
about
fundamental
shifts
in
transportation
to
reduce
greenhouse
effects
and
accelerate
progress
toward
decarbonization.
The
role
of
EVs
has
also
experienced
a
paradigm
shift
for
future
energy
networks
as
an
active
player
the
form
vehicle-to-grid,
grid-to-vehicle,
vehicle-to-vehicle
technologies.
spend
significant
part
day
parked
remarkable
potential
contribute
sustainability
backup
power
units.
this
way,
can
be
connected
grid
stationary
units,
providing
range
services
increase
its
reliability
resilience.
available
systems
show
that
used
alternative
sources
various
network
like
smart
grids,
microgrids,
virtual
plants
besides
transportation.
While
grid–EV
connection
offers
contributions,
it
some
limitations
effects.
context,
current
study
highlights
system
impacts
key
contributions
grids.
Regarding
case
EV
integration
into
challenges
difficulties
are
categorized
under
stability,
voltage/current
distortions,
load
profile,
losses.
Voltage/current
distortions
sags,
unbalances,
harmonics,
supraharmonics
detailed
study.
Subsequently,
terms
management,
grid-quality
support,
balancing,
socio-economic
explained.
management
part,
issues
such
flow,
renewable
elaborated.
Then,
fault
ride-through
capability,
reactive
compensation,
harmonic
mitigation,
loss
reduction
presented
provide
information
on
quality
enhancement.
Lastly,
employment,
net
billing
fees,
with
sources,
environmental
elucidated
present