Journal of Management Analytics,
Год журнала:
2023,
Номер
10(2), С. 359 - 415
Опубликована: Апрель 3, 2023
Industry
4.0
brings
revolutionary
changes
to
farming
businesses
by
integrating
emerging
technologies
such
as
the
Internet
of
things
(IoT),
big
data
analytics
(BDA),
cloud
computing
(CC),
and
artificial
intelligence
(AI).
These
Emerging
are
potential
enablers
data-driven
smart
farming.
Realizing
importance
agriculture,
we
provide
a
complete
picture
current
literature
in
agriculture
using
review
classification
framework
divided
into
four
categories:
(i)
Smart
Farming
Activities,
(ii)
BDA
Levels,
(iii)
Models,
(iv)
Techniques.
This
work
uses
preferred
reporting
items
for
systematic
reviews
(PRISMA)
methodology
on
intelligent
A
total
90
papers
have
been
identified,
content
analysis
was
conducted
mine
knowledge
domain
2011–2022.
The
primary
intention
this
is
clarify
most
prominent
activity,
level
analytics,
models,
techniques
Finally,
findings
our
discussed,
suggestions
addressed
further
research.
International Journal of Intelligent Networks,
Год журнала:
2022,
Номер
3, С. 150 - 164
Опубликована: Янв. 1, 2022
Agriculture
4.0
represents
the
fourth
agriculture
revolution
that
uses
digital
technologies
and
moves
toward
a
smarter,
more
efficient,
environmentally
responsible
sector.
Agricultural
have
emerged
to
enhance
sustainability
discover
effective
farm
methods.
This
encompasses
all
digitalisation
automation
processes
in
business
our
daily
lives,
including
Big
Data,
Artificial
Intelligence
(AI),
robots,
Internet
of
Things
(IoT),
virtual
augmented
reality.
These
technological
advancements
are
having
profound
impact
on
lives.
From
technical
standpoint,
it
brings
us
precision
agriculture.
provides
data-driven
strategy
for
efficiently
growing
maintaining
crops
cultivable
land,
enabling
farmers
use
most
resources
at
their
disposal.
Throughout
supply
chain,
operations
create
massive
volumes
data.
Most
this
information
was
previously
untouched,
but
with
help
big
data
technologies,
such
can
be
used
improve
performance
production
any
crop.
Depending
crop
type
its
growth
needs,
digitised
harvesters
handle
huge
areas
various
situations,
particularly
paper
is
brief
about
condition.
Smart
farming,
Various
key
specific
domains
Exploring
Domain
discussed
detail
and,
finally,
identified
significant
applications
technologies.
essential
lives
since
they
simplify
duties
without
recognising
them.
In
systems,
fleets
equipment
employ
current
infrastructures
like
cloud
computing
connect,
identify
processing
condition
different
regions
requirement
input
materials
coordinate
machinery.
European Review of Agricultural Economics,
Год журнала:
2023,
Номер
50(4), С. 1277 - 1309
Опубликована: Июнь 27, 2023
Abstract
Digitalisation
is
rapidly
transforming
the
agri-food
sector.
This
paper
investigates
emerging
opportunities,
challenges
and
policy
options.
We
show
that
digital
innovations
can
contribute
to
more
sustainable
resilient
agricultural
systems.
For
example,
enable
increased
productivity,
reduced
environmental
footprints
higher
resilience
of
farms.
However,
these
optimistic
outcomes
increasing
digitalisation
sector
will
not
emerge
on
their
own,
but
this
development
comes
with
several
challenges,
costs
risks,
e.g.
in
economic,
social
ethical
dimensions.
provide
recommendations
explore
opportunities
avoid
risks.
Moreover,
we
discuss
implications
for
future
research
economics.
IEEE Access,
Год журнала:
2023,
Номер
11, С. 145813 - 145852
Опубликована: Янв. 1, 2023
The
increasing
food
scarcity
necessitates
sustainable
agriculture
achieved
through
automation
to
meet
the
growing
demand.
Integrating
Internet
of
Things
(IoT)
and
Wireless
Sensor
Networks
(WSNs)
is
crucial
in
enhancing
production
across
various
agricultural
domains,
encompassing
irrigation,
soil
moisture
monitoring,
fertilizer
optimization
control,
early-stage
pest
crop
disease
management,
energy
conservation.
application
protocols
such
as
ZigBee,
WiFi,
SigFox,
LoRaWAN
are
commonly
employed
collect
real-time
data
for
monitoring
purposes.
Embracing
advanced
technology
imperative
ensure
efficient
annual
production.
Therefore,
this
study
emphasizes
a
comprehensive,
future-oriented
approach,
delving
into
IoT-WSNs,
wireless
network
protocols,
their
applications
since
2019.
It
thoroughly
discusses
overview
IoT
WSNs,
architectures
summarization
protocols.
Furthermore,
addresses
recent
issues
challenges
related
IoT-WSNs
proposes
mitigation
strategies.
provides
clear
recommendations
future,
emphasizing
integration
aiming
contribute
future
development
smart
systems.
Green Technologies and Sustainability,
Год журнала:
2023,
Номер
1(2), С. 100021 - 100021
Опубликована: Март 8, 2023
Global
food
insecurity
has
become
a
significant
concern,
especially
for
emerging
economies.
The
crisis
been
exacerbated
recently
due
to
the
intense
supply
chain
disruption
resulting
from
COVID-19
pandemic
and
ongoing
Russia–Ukraine
war.
Agriculture
4.0,
which
combines
conventional
agriculture
with
various
modern
cutting-edge
technologies,
might
help
in
this
regard
improve
security.
In
such
context,
it
is
essential
accurately
identify
pertinent
drivers
of
4.0
implementation
ensure
sustainability
security
This
study,
therefore,
aims
classify,
assess,
analyze
hierarchical
relationships
among
context
an
economy
like
Bangladesh,
combining
Pareto
analysis,
fuzzy
theory,
total
interpretative
structural
modeling
(TISM),
Matriced'
Impacts
Cruoses
Multiplication
Applique
un
Classement
(MICMAC)
analysis.
Based
on
literature
review
expert
feedback,
eighteen
factors
were
identified
initially.
After
employing
top
thirteen
have
further
analyzed
using
TISM
MICMAC
examine
their
interrelationships.
study
findings
indicate
that
"Automation
&
Robotics
lessen
usage
manual
labor",
"Augmented
reality
(AR)
training
new
farmers
guiding
tool
evaluation,"
"Providing
adequate
financial
incentives
impoverished
building
storage
facilities"
are
three
most
influential
implement
4.0.
expected
contribute
significantly
future
innovation
development
sector,
eliminate
hunger
regional
It
potential
assist
practitioners
industry
leaders
economies
strategic
decision-making
achieving
agricultural
sector
thus
achieve
relevant
SDGs.
Electronics,
Год журнала:
2023,
Номер
12(12), С. 2651 - 2651
Опубликована: Июнь 13, 2023
Throughout
human
history,
agriculture
has
undergone
a
series
of
progressive
transformations
based
on
ever-evolving
technologies
in
an
effort
to
increase
productivity
and
profitability.
Over
the
years,
farming
methods
have
evolved
significantly,
progressing
from
Agriculture
1.0,
which
relied
primitive
tools,
2.0,
incorporated
machinery
advanced
practices,
subsequently
3.0,
emphasized
mechanization
employed
intelligent
technology
enhance
levels.
To
further
automate
agricultural
while
minimizing
inputs
pollutants,
new
approach
management
concepts
fourth
industrial
revolution
is
being
embraced
gradually.
This
referred
as
“Agriculture
4.0”
mainly
implemented
through
use
Internet
Things
(IoT)
technologies,
enabling
remote
control
sensors
actuators
efficient
collection
transfer
data.
In
addition,
fueled
by
such
robotics,
artificial
intelligence,
quantum
sensing,
four-dimensional
communication,
form
smart
agriculture,
called
5.0,”
now
emerging.
5.0
can
exploit
growing
5G
network
infrastructure
basis.
However,
only
6G-IoT
networks
will
be
able
offer
technological
advances
that
allow
full
expansion
5.0,
inferred
relevant
scientific
literature
research.
this
article,
we
first
introduce
scope
well
key
features
leveraged
much-anticipated
communication
systems.
We
then
highlight
importance
influence
these
developing
advancement
conclude
with
discussion
future
challenges
opportunities.
Journal of Sensor and Actuator Networks,
Год журнала:
2024,
Номер
13(4), С. 39 - 39
Опубликована: Июль 8, 2024
This
paper
explores
the
potential
of
smart
crop
management
based
on
incorporation
tools
like
digital
agriculture,
which
considers
current
technological
applied
in
such
as
Internet
Things
(IoT),
remote
sensing,
and
artificial
intelligence
(AI),
to
improve
production
efficiency
sustainability.
is
essential
context
varying
climatic
conditions
that
affect
availability
resources
for
agriculture.
The
integration
IoT
sensor
networks
can
allow
farmers
obtain
real-time
data
their
crops,
assessing
key
health
factors,
soil
conditions,
plant
water
status,
presence
pests,
environmental
among
others,
finally
result
data-based
decision-making
optimize
irrigation,
fertilization,
pest
control.
Also,
this
be
enhanced
by
incorporating
drones
unmanned
aerial
vehicles
(UAVs),
increase
monitoring
capabilities
through
comprehensive
field
surveys
high-precision
growth
tracking.
On
other
hand,
big
analytics
AI
are
crucial
analyzing
extensive
datasets
uncover
patterns
trends
provide
valuable
insights
improving
agricultural
practices.
highlights
advancements
applications
management,
addressing
challenges
barriers
global
adoption
these
new
types
technologies
emphasizing
need
ongoing
research
collaboration
achieve
sustainable
efficient
production.
Sustainability,
Год журнала:
2023,
Номер
15(7), С. 5745 - 5745
Опубликована: Март 25, 2023
With
the
progress
of
information
technology,
digital
technology
has
rapidly
penetrated
into
all
sectors
national
economy
and
is
accelerating
reconstruction
economic
development
model,
which
become
a
new
engine
to
drive
growth
lead
industrial
development.
Based
on
panel
data
China’s
provinces
from
2013
2020,
this
paper
empirically
tested
effect
mechanism
high-quality
agricultural
by
constructing
an
evaluation
index
system
for
with
economic,
social,
ecological
benefits.
The
results
show
that
promoted
agriculture,
promotion
in
eastern
region
stronger
than
central
western
regions.
In
addition
direct
promotion,
also
promotes
promoting
green
agriculture.
We
should
actively
promote
construction
deep
integration
Secondly,
government
improve
governance
create
good
legal
environment
agriculture
and,
at
same
time,
help
farmers
establish
awareness
train
vocational
skills.
Finally,
policies
be
formulated
according
local
conditions.
Sustainability,
Год журнала:
2024,
Номер
16(2), С. 475 - 475
Опубликована: Янв. 5, 2024
Agriculture
is
essential
to
the
existence
of
human
race,
as
well
foundation
our
civilization,
because
it
provides
food,
fuel,
fiber,
and
other
resources
necessary
for
survival;
however,
facing
critical
challenges
due
anthropogenic
climate
change,
which
hampers
food
nutritional
security.
Consequently,
agriculture
industry
must
adjust
farming
issues,
such
shift
in
global
temperatures
environmental
degradation,
scarcity
farm
workers,
population
growth,
dietary
changes.
Several
measures
have
been
implemented
enhance
agricultural
productivity,
including
plant
breeding,
genetic
engineering,
precision
agriculture.
In
recent
years,
world
has
witnessed
burgeoning
development
novel
scientific
innovations
technological
advancements
enabled
by
drones,
smart
sensors,
robotics,
remote
sensing,
resulting
a
plethora
revolutionary
methods
that
can
be
applied
real-time
crop
modeling,
high-throughput
phenotyping,
weather
forecasting,
yield
prediction,
fertilizer
application,
disease
detection,
market
trading,
practices,
practices
vital
yield,
quality.
Furthermore,
rise
big
data,
advanced
analytics,
falling
technology
costs,
faster
internet
connections,
increased
connectivity,
increases
computational
power
are
all
part
current
digitalization
wave
potential
support
commercial
achieving
its
goals
farming,
resilience,
sustainability.
These
technologies
enable
efficient
monitoring
crops,
soil,
conditions
over
large
areas,
providing
farmers
with
data
precise
management
optimizes
productivity
minimizes
impacts.
Though
significant
potential,
like
high
implementation
security
concerns,
inadequate
digital
literacy
among
remain.
summary,
rapidly
transforming
from
conventional
offering
solutions,
resource
utilization,
minimized
input
costs
while
fostering
farmer
livelihoods
economic
growth.
Delivering
comprehensive
view
how
could
help
tackling
issues
degradation
threatened
biodiversity,
this
perspective
emphasizes
perks
digitalization.
Future
may
involve
encryption,
literacy,
particular
policies.