Cogent Food & Agriculture,
Год журнала:
2025,
Номер
11(1)
Опубликована: Янв. 7, 2025
Accurate
insights
into
the
spatial
distribution
of
cultivated
areas,
land
use
for
effective
agricultural
management,
and
improvement
food
security
planning,
especially
in
developing
countries.
Therefore,
this
study
examined
impact
changes
population
growth
on
wheat
crop
productivity.
First,
by
incorporating
more
than
three
decades
satellite
data
(1990–2022)
different
Landsat
missions
with
machine
learning
algorithms,
high-confidence
classes
were
defined
features,
including
cropland.
Second,
grown
area
was
identified
using
cropland
extraction
based
acreage
assessment
method
(CLE-WAAM).
Third,
dynamics
applying
an
exponential
model
to
forecast
predict
demand.
These
findings
necessitate
integrated
methodological
development
demand
supply
mechanisms
two-step
floating
catchment
(2SFCA)
approach
a
thorough
analysis
socioeconomic
developments.
The
results
revealed
that
transformed
non-cropland,
percentage
8.01.
A
79%
rise
occured
between
1990
2022,
projected
increase
112%
2030.
Specifically,
cultivation
decreased
28%,
despite
stagnant
parameters
observed
since
2000.
proposed
contributes
efficiently
United
Nations'
sustainable
goal
(02:
Zero
Hunger)
satellite,
geospatial,
statistical
integration.
International Journal of Lean Six Sigma,
Год журнала:
2023,
Номер
15(1), С. 22 - 49
Опубликована: Май 12, 2023
Purpose
Environmental
sustainability
is
quickly
becoming
one
of
the
most
critical
issues
in
industry
development.
This
study
aims
to
conduct
a
systematic
literature
review
through
which
author
can
provide
various
research
areas
work
on
for
future
researchers
and
insight
into
Industry
4.0
environmental
sustainability.
Design/methodology/approach
accomplishes
this
by
performing
backward
analysis
using
text
mining
Scopus
database.
Latent
semantic
(LSA)
was
used
analyze
corpus
4,364
articles
published
between
2013
2023.
The
authors
generated
ten
clusters
keywords
industrial
revolution
domain,
highlighting
avenues
further
exploration.
Findings
In
study,
three
questions
discuss
role
with
4.0.
predicted
treated
as
recent
trends
more
required
from
researchers.
provided
year-wise
analysis,
top
authors,
countries,
sources
network
related
topic.
Finally,
industrialization’s
effect
aspect
automation.
Research
limitations/implications
reliability
current
may
be
compromised,
notwithstanding
size
sample
used.
Poor
retrieval
attributed
limitations
imposed
search
words,
synonyms,
string
construction
variety
engines
used,
well
accurate
exclusion
results
insufficient.
Originality/value
first-ever
natural
language
processing
technique
implemented
predict
based
keywords–document
relationship.
