Applied Sciences,
Journal Year:
2024,
Volume and Issue:
14(18), P. 8539 - 8539
Published: Sept. 23, 2024
The
current
advancements
in
the
field
of
machine
learning
can
have
an
important
application
agriculture
and
global
food
security.
Machine
has
considerable
potential
establishing
knowledge-based
farming
systems.
One
main
challenges
data-driven
is
to
minimize
waste
establish
more
sustainable
prediction
right
harvest
time
one
ways
obtain
mentioned
goals.
This
paper
describes
multiple
algorithms
that
are
used
predict
peach
firmness.
By
accurately
predicting
firmness
based
on
various
measurement
data,
a
precise
be
obtained.
evaluation
nature-inspired
metaheuristic
optimization
enhancing
model
accuracy
primary
objective
this
paper.
possibility
improving
regression
tree
models
using
techniques
implemented
GA
metaheuristicOpt
R
packages
studied.
RMSE
test
data
default
1.722285,
while
optimized
gray
wolf
algorithm
scored
lowest
1.570924.
obtained
results
show
it
possible
improve
by
8.8%
described
method.
Biomimetics,
Journal Year:
2024,
Volume and Issue:
9(8), P. 478 - 478
Published: Aug. 8, 2024
Based
on
a
meta-heuristic
secretary
bird
optimization
algorithm
(SBOA),
this
paper
develops
multi-strategy
improvement
(MISBOA)
to
further
enhance
the
solving
accuracy
and
convergence
speed
for
engineering
problems.
Firstly,
feedback
regulation
mechanism
based
incremental
PID
control
is
used
update
whole
population
according
output
value.
Then,
in
hunting
stage,
golden
sinusoidal
guidance
strategy
employed
success
rate
of
capture.
Meanwhile,
keep
diverse,
cooperative
camouflage
an
cosine
similarity
are
introduced
into
escaping
stage.
Analyzing
results
CEC2022
test
suite,
MISBOA
both
get
best
comprehensive
performance
when
dimensions
set
as
10
20.
Especially
dimension
increased,
advantage
expanded,
which
ranks
first
functions,
accounting
83.33%
total.
It
illustrates
introduction
strategies
that
effectively
searching
stability
various
For
five
real-world
problems,
also
has
fitness
values,
indicating
stronger
ability
with
higher
stability.
Finally,
it
solve
shape
problem
combined
quartic
generalized
Ball
interpolation
(CQGBI)
curve,
can
be
designed
smoother
obtained
parameters
improve
power
generation
efficiency.
Current Pharmaceutical Design,
Journal Year:
2024,
Volume and Issue:
30(10), P. 727 - 741
Published: March 1, 2024
Abstract:
This
review
investigates
the
revolutionary
application
of
cell
membrane-coated
nanoparticles
(CMNPs)
as
a
promising
avenue
for
cancer
therapy
within
embryonic
landscape
nanotechnology.
Nanoparticles,
pivotal
in
treatment,
are
systematically
examined
their
diverse
physicochemical
structures,
categorized
organic
(lipid-based,
protein-based,
and
polymer-assisted)
inorganic
(carbon-based
metal)
varieties.
A
significant
focus
is
placed
on
CMNPs,
which
serve
an
innovative
drug
delivery
vehicle,
overcoming
limitations
associated
with
conventional
nanoparticle
therapies.
manuscript
accurately
explores
advantages
challenges
various
membranes,
including
those
derived
from
cells,
red
blood
platelets,
stem
white
cells.
Importance
roles
enhancing
precision,
immune
system
circumvention,
targeted
recognition.
Detailed
insights
into
crafting
CMNPs
provided,
elucidating
membrane
extraction
fusion
techniques,
such
sonication,
extrusion,
co-extrusion,
microfluidic
electroporation.
Maintaining
integrity
during
benefits
coating
techniques
augmenting
biocompatibility
underscored.
comprehensive
resource
consolidates
latest
advancements
delivery,
positioning
itself
at
forefront
nanotechnology
biomedicine
research.
Encapsulating
methodologies
like
electrospray,
chemical
conjugation,
this
showcases
expanding
toolbox
available
to
researchers
dynamic
field.
Focusing
unique
characteristics
multifaceted
applications
biomedical
research,
particularly
tumour
therapy.
It
provides
indepth
analysis
stability,
evasion
capabilities,
increased
payload
capacity,
retained
biological
functionality.
The
outlines
current
future
prospects
chemotherapy,
photothermal
photodynamic
therapy,
immunotherapy,
gene
therapeutic
methods.
concludes
by
highlighting
transformative
potential
reshaping
treatment.
