The Lightweight Deep Learning Model in Sunflower Disease Identification: A Comparative Study
Applied Sciences,
Journal Year:
2025,
Volume and Issue:
15(4), P. 2104 - 2104
Published: Feb. 17, 2025
(1)
With
the
development
of
artificial
intelligence,
people
expect
to
use
modern
information
technology
solve
critical
problems
encountered
in
agriculture.
How
identify
sunflower
diseases
as
early
and
quickly
possible
take
corresponding
measures
has
become
a
key
issue
for
increasing
crop
production
farmers’
income.
Sunflowers,
an
important
oil
crop,
are
vulnerable
infections
by
various
diseases,
such
downy
mildew,
leaf
scar,
gray
mold,
etc.
(2)
In
order
select
better
lightweight
model
that
can
be
embedded
into
mobile
devices
or
disease
detection,
we
compared
five
deep
learning
models
this
study,
including
SqueezeNet,
ShuffleNetV2,
MnasNet-A1,
MobileNetV3-Small,
EfficientNetV2-Small.
The
dataset
used
train
test
included
1892
images.
These
images
were
divided
four
categories,
namely,
fresh
leaves.
(3)
By
evaluating
accuracy,
precision,
recall,
F1
score
each
model,
found
EfficeintNetV2-Small
exhibited
highest
performance
with
accuracy
90.19%.
Whereas
other
models,
achieved
accuracies
84.08%,
79.31%,
88.59%,
respectively.
To
address
problem
poor
generalization
ability
caused
small
datasets,
adopted
transfer
technique.
After
doing
that,
recognition
EfficeintNetV2-Small,
reached
96.02%,
95.23%,
94.96%,
96.92%,
99.20%,
these
improved
14.2%,
20%,
7.2%,
15.2%,
10%.
Based
on
comparative
results,
was
optimal
choice
identification
due
its
high
detection
accuracy.
Language: Английский
Biocontrol Potential of Poly(3-hydroxybutyrate) Fibers Functionalized with Chitooligosaccharide/Bacillus subtilis Using Electrospinning and Electrospraying
Polymers,
Journal Year:
2025,
Volume and Issue:
17(5), P. 692 - 692
Published: March 5, 2025
Sustainable
agriculture
increasingly
relies
on
biocontrol
agents
as
eco-friendly
solutions
to
combat
plant
diseases
while
improving
soil
health.
In
this
context,
species
of
the
genus
Bacillus,
particularly
Bacillus
subtilis,
have
shown
promise
effective
for
diseases.
This
study
demonstrates
successful
fabrication
biohybrid
materials
by
decorating
electrospun
poly(3-hydroxybutyrate)
(PHB)
fibers
with
electrosprayed
chitooligosaccharide
(COS)
and
subtilis
using
simultaneous
electrospinning
electrospraying.
During
electrospraying,
COS
formed
a
uniform
film
over
PHB
fibers,
serving
both
an
adhesive
protective
coating
that
maintained
viability
functionality
embedded
bacteria.
SEM
confirmed
bacterial
spores
were
uniformly
spread
across
COS-coated
biopolymer
fibers.
ATR-FTIR
spectroscopy
verified
deposition
mechanical
assay
demonstrated
enhancement
in
characteristics
after
formation
compared
uncoated
PHB.
addition,
improved
wetting
properties
fibrous
material,
creating
favorable
environment
growth
development.
Microbiological
tests
showed
B.
remained
viable
proliferated
normally
48
h
under
suitable
conditions
at
28
°C
agar
medium.
Furthermore,
COS/B.
subtilis-on-PHB
also
effectively
inhibited
pathogenic
fungi,
including
Alternaria
Fusarium.
These
findings
highlight
potential
dual
electrospinning/electrospraying
techniques
formulations.
The
integration
coatings
provides
promising
approach
sustainable
combining
enhanced
material
antifungal
activity.
Language: Английский
Evaluating locally sourced inert dusts as insecticides against the cereal leaf beetle ( Oulema melanopus [L.]; Coleoptera: Chrysomelidae): a combined laboratory and field study
Cogent Food & Agriculture,
Journal Year:
2024,
Volume and Issue:
10(1)
Published: Oct. 17, 2024
The
Cereal
Leaf
Beetle
(CLB),
Oulema
melanopus
[L.],
poses
a
major
threat
to
wheat
(Triticum
aestivum
L.)
production,
worsened
by
insecticide
resistance
and
changing
EU
pesticide
regulations.
In
2023,
we
conducted
laboratory
field
trials
evaluate
five
inert
dusts
(diatomaceous
earth,
quartz
sand,
Ailanthus
altissima
dust,
Norway
spruce
wood
ash,
zeolite)
against
all
CLB
life
stages.
We
assessed
pest
abundance,
damage
index,
yield,
grain
quality.
the
lab,
diatomaceous
earth
was
highly
effective
(96%–100%),
followed
ash
(70.4%–96.7%).
Field
efficacy
hampered
wet
weather,
affecting
dust
applications,
although
positive
control
except
eggs.
By
last
sampling
date,
indices
for
A.
treatments
ranged
from
3.87
4.12,
lower
than
negative
(4.75
±
0.02)
but
higher
(2.88
0.35).
Wheat
yield
consistent
across
(∼5
tons),
(4.2
0.86
tons)
(3.9
0.47
tons).
Grain
quality
showed
no
significant
differences.
Our
study
highlights
potential
of
various
CLB,
though
weather
limits
their
effectiveness,
requiring
more
applications.
Further
research
is
needed
develop
practical,
sustainable
management
strategies.
Language: Английский
Enhancing collaboration quotient in crop protection research and development – multi‐disciplinary cross‐learning to promote sustainability
Surajit De Mandal,
No information about this author
Mayank Singhal
No information about this author
Pest Management Science,
Journal Year:
2024,
Volume and Issue:
unknown
Published: Nov. 19, 2024
After
a
decade
of
consolidation
with
focus
on
top
market
players,
global
crop
protection
research
is
undergoing
paradigm
transition
by
integrating
new
cutting-edge
technologies
originating
from
established
and
organizations.
Both
development
distribution
organizations
are
working
together
to
make
these
innovations
available
the
farming
community.
For
this,
excellent
products
in
demand,
creating
value
for
farmers
society
superior
biological
performance
at
same
time
very
high
product
safety
profiles.
However,
enormous
constraints
researchers
exposed
to,
require
discovery
innovative
solutions
shortest
possible
frame,
while
embracing
environmental,
social,
governance
(ESG)
objectives
as
normal
across
whole
industry.
Today,
fully
integrated
(R&D)
companies
addressing
plethora
agrochemistry,
biologicals
plant
health
products,
organic
farming,
seeds
traits,
application
technologies,
digital
improved
diagnostics,
artificial
intelligence
(AI),
machine
learning
(ML)-based
approaches.
there
still
strong
need
further
wide
range
sources.
Targeted
collaboration
various
players
key
combining
required
activities.
This
mandates
level
discipline
frame
proprietary
knowledge
environment
Furthermore,
cooperation
industry
academia
will
enable
an
extra
push
innovation
landscape.
Current
trends
suggestions
given
how
collaborations
be
framed
within
well
public
sector.
©
2024
Society
Chemical
Industry.
Language: Английский
Global Research Trends and Future Directions for Buckwheat as a Smart Crop: A Bibliometric and Content Analysis
Yongbin Gao,
No information about this author
Hanghang Hou,
No information about this author
Quzhen Cang
No information about this author
et al.
Foods,
Journal Year:
2024,
Volume and Issue:
13(24), P. 4068 - 4068
Published: Dec. 17, 2024
Buckwheat
(Fagopyrum
esculentum
Moench)
originates
from
Central
Asia
and
is
widely
distributed
around
the
world.
It
recognized
as
a
versatile
food
crop
due
to
its
nutritional
richness.
Conducting
systematic
analysis
of
literature
on
buckwheat
research
can
help
scientific
researchers
achieve
better
understanding
current
state,
hotspots,
trends
in
this
field,
thereby
promoting
sustainable
development
buckwheat.
The
study
retrieved
total
4512
articles
related
Web
Science
Core
Collection
(WoSCC),
involving
104
countries
(regions),
3220
institutions,
12,840
authors.
number
papers
gradually
increasing.
China,
Japan,
Poland,
United
States,
South
Korea
were
top
five
terms
publication
volume
field.
Among
10
institutions
volume,
Chinese
account
for
60%.
Northwest
A
&
F
University
held
leading
position
published
cited.
Research
shows
that
both
domestic
international
tend
collaborate
more
with
within
their
own
countries.
comprehensive
journals
high
publications
citations
indicated
studies
primarily
focus
use
active
substances.
Analysis
authors
cited
Wu
Qi
Zhu
F,
among
others,
have
reputations
significant
influence
Reference
has
determined
early
focused
pseudo-cereal
food;
mid-term
mainly
concentrated
substances
cultivation;
later
became
comprehensive,
focusing
potential
food,
biotechnology,
medical
health,
which
emerged
hot
topics.
Keyword
indicates
flour,
antioxidant
activity,
protective
biological
control,
husk
are
hotspots.
This
systematically
summarizes
status
identifies
hotspots
trends,
provides
reference
future
investigations
into
Language: Английский
The threat of Alternaria Late Blight of Pistachio and its integrated management
Abdelhak Rhouma,
No information about this author
Rabeb Rhouma,
No information about this author
Lobna Hajji-Hedfi
No information about this author
et al.
JOURNAL OF OASIS AGRICULTURE AND SUSTAINABLE DEVELOPMENT,
Journal Year:
2024,
Volume and Issue:
6(04), P. 28 - 37
Published: Dec. 26, 2024
With
the
ever-increasing
importance
of
pistachio
as
a
crop
nut
worldwide,
there
has
developed
parallel
ingrowth
in
fungal
diseases
pertaining
to
it.
Pistachio
trees,
being
one
few
trees
that
grow
Mediterranean
climate,
have
come
under
several
serious
pathogens
endanger
its
very
production.
Such
conditions,
therefore,
require
review
major
affecting
pistachios:
namely,
Alternaria
Late
Blight.
The
biological
features
and
morphology
concerning
both
will
be
discussed
for
proper
identification
diagnosis.
Moreover,
covers
various
management
practices
control
these
diseases,
which
include
with
use
beneficial
microbes,
limited
application
chemical
fungicides,
efficient
methods
irrigation
minimize
pathogen-conducive
limitation
pathogen
reservoirs
by
weeds,
growing
resistant
varieties
pistachio.
integrated
contribute
better
plant
health
enable
producers
realize
full
growth
potential
continue
yields
at
high
levels.
Language: Английский