Frontiers in Environmental Science,
Journal Year:
2024,
Volume and Issue:
12
Published: July 25, 2024
The
digitalization
of
agriculture
is
rapidly
changing
the
way
farmers
do
business.
With
integration
advanced
technology,
are
now
able
to
increase
efficiency,
productivity,
and
precision
in
their
operations.
Digitalization
allows
for
real-time
monitoring
management
crops,
leading
improved
yields
reduced
waste.
This
paper
presents
a
review
some
use
cases
that
has
made
an
impact
automation
open-field
closed-field
cultivations
by
means
collecting
data
about
soils,
crop
growth,
microclimate,
or
contributing
more
accurate
decisions
water
usage
fertilizer
application.
objective
was
address
most
recent
technological
advances
increased
efficiency
sustainability
production,
reduction
inputs
environmental
impacts,
releasing
manual
workforces
from
repetitive
field
tasks.
short
discussions
included
at
end
each
case
study
attempt
highlight
limitations
challenges
toward
successful
implementations,
as
well
introduce
alternative
solutions
methods
evolving
offer
vast
array
benefits
influencing
cost-saving
measures.
concludes
despite
many
digitalization,
there
still
number
need
be
overcome,
including
high
costs,
reliability,
scalability.
Most
available
setups
currently
used
this
purpose
have
been
custom
designed
specific
tasks
too
expensive
implemented
on
commercial
scales,
while
others
early
stages
development,
making
them
not
reliable
scalable
widespread
acceptance
adoption
farmers.
By
providing
comprehensive
understanding
current
state
its
sustainable
production
food
security,
provides
insights
policy-makers,
industry
stakeholders,
researchers
working
field.
Plants,
Journal Year:
2023,
Volume and Issue:
12(15), P. 2883 - 2883
Published: Aug. 7, 2023
The
plum
is
a
kind
of
delicious
and
common
fruit
with
high
edible
value
nutritional
value.
accurate
effective
detection
the
key
to
number
counting
pest
disease
early
warning.
However,
actual
orchard
environment
complex,
fruits
has
many
problems,
such
as
leaf
shading
overlapping.
traditional
method
manually
estimating
presence
pests
diseases
used
in
growing
industry
disadvantages,
low
efficiency,
cost,
accuracy.
To
detect
quickly
accurately
complex
environment,
this
paper
proposes
an
efficient
model
based
on
improved
You
Only
Look
Once
version
7(YOLOv7).
First,
different
devices
were
capture
high-resolution
images
under
natural
conditions
Gulin
County,
Sichuan
Province,
dataset
for
was
formed
after
manual
screening,
data
enhancement,
annotation.
Based
dataset,
chose
YOLOv7
base
model,
introduced
Convolutional
Block
Attention
Module
(CBAM)
attention
mechanism
YOLOv7,
Cross
Stage
Partial
Spatial
Pyramid
Pooling-Fast
(CSPSPPF)
instead
Pooling(CSPSPP)
network,
bilinear
interpolation
replace
nearest
neighbor
original
network
upsampling
module
form
target
algorithm
YOLOv7-plum.
tested
YOLOv7-plum
achieved
average
precision
(AP)
94.91%,
which
2.03%
improvement
compared
model.
In
order
verify
effectiveness
algorithm,
evaluated
performance
through
ablation
experiments,
statistical
analysis,
etc.
experimental
results
showed
that
proposed
study
could
better
achieve
backgrounds,
helped
promote
development
intelligent
cultivation
industry.
Frontiers in Environmental Science,
Journal Year:
2024,
Volume and Issue:
12
Published: July 25, 2024
The
digitalization
of
agriculture
is
rapidly
changing
the
way
farmers
do
business.
With
integration
advanced
technology,
are
now
able
to
increase
efficiency,
productivity,
and
precision
in
their
operations.
Digitalization
allows
for
real-time
monitoring
management
crops,
leading
improved
yields
reduced
waste.
This
paper
presents
a
review
some
use
cases
that
has
made
an
impact
automation
open-field
closed-field
cultivations
by
means
collecting
data
about
soils,
crop
growth,
microclimate,
or
contributing
more
accurate
decisions
water
usage
fertilizer
application.
objective
was
address
most
recent
technological
advances
increased
efficiency
sustainability
production,
reduction
inputs
environmental
impacts,
releasing
manual
workforces
from
repetitive
field
tasks.
short
discussions
included
at
end
each
case
study
attempt
highlight
limitations
challenges
toward
successful
implementations,
as
well
introduce
alternative
solutions
methods
evolving
offer
vast
array
benefits
influencing
cost-saving
measures.
concludes
despite
many
digitalization,
there
still
number
need
be
overcome,
including
high
costs,
reliability,
scalability.
Most
available
setups
currently
used
this
purpose
have
been
custom
designed
specific
tasks
too
expensive
implemented
on
commercial
scales,
while
others
early
stages
development,
making
them
not
reliable
scalable
widespread
acceptance
adoption
farmers.
By
providing
comprehensive
understanding
current
state
its
sustainable
production
food
security,
provides
insights
policy-makers,
industry
stakeholders,
researchers
working
field.
