Novel gooseneck barnacle optimization a nature inspired technique for optimizing reactive power within systems of power with electric vehicles
Scientific Reports,
Год журнала:
2025,
Номер
15(1)
Опубликована: Фев. 21, 2025
The
significance
of
ORPD
(Optimal
Reactive
Power
Dispatch)
cannot
be
emphasized
within
the
operation
power
systems,
particularly
according
to
growing
use
electric
vehicles
(EVs).
Electric
(EVs)
have
potential
influence
grid
via
their
ability
augment
demand
and
function
as
distributed
energy
resources.
effective
administration
Optimal
Renewable
Dispatch
(ORPD)
in
conjunction
with
Vehicle
(EV)
integration
necessitates
meticulous
examination
charging
schedules,
battery
capacity,
desired
state
charge.
In
current
paper,
a
novel
optimizer
known
Novel
Gooseneck
Barnacle
Optimization
(NGBO)
algorithm
is
introduced
address
problem
presence
Vehicles
NGBO
draws
inspiration
from
regular
mating
behavior
gooseneck
barnacles
involving
self-fertilization
casting
sperm.
To
evaluate
its
performance,
applied
two
standard
exam
including
IEEE
118-
57-system
bus,
considering
various
scenarios
EV
penetration.
experimental
outcomes
demonstrate
effectively
mitigates
active
loss
voltage
variation
surpassing
several
existing
metaheuristic
optimization
techniques
by
reducing
up
15%
deviation
10%
compared
traditional
methods,
demonstrating
effectiveness
method
handling
EV-related
uncertainties.
Язык: Английский
Combining an improved political optimizer with convolutional neural networks for accurate anterior cruciate ligament tear detection in sports injuries
Scientific Reports,
Год журнала:
2025,
Номер
15(1)
Опубликована: Фев. 26, 2025
A
new
technique
has
been
developed
to
identify
ACL
tears
in
sports
injuries.
This
method
utilizes
a
Convolutional
Neural
Network
(CNN)
combination
with
modified
Political
Optimizer
(IPO)
algorithm,
resulting
major
breakthrough
detecting
tears.
The
study
provides
an
innovative
approach
this
type
of
injury.
CNN/IPO
surpasses
traditional
optimization
techniques,
ensuring
precise
and
timely
detection
the
potential
significantly
improve
treatment
results,
enabling
clinicians
intervene
promptly
effectively,
leading
enhanced
recovery
rehabilitation
for
athletes.
integration
CNN
IPO
algorithm
unparalleled
level
accuracy
efficiency
identifying
tears,
facilitating
more
tailored
strategies
sports-related
findings
have
revolutionize
way
medical
professionals
musculoskeletal
injuries,
enhancing
overall
well-being
athletic
performance.
research's
significance
extends
beyond
medicine,
illuminating
avenues
management
paving
advancements
injury
diagnosis
treatment.
Язык: Английский