Digital Twin-Based Applications in Crop Monitoring
Heliyon,
Journal Year:
2025,
Volume and Issue:
11(2), P. e42137 - e42137
Published: Jan. 1, 2025
Technological
advances
in
agriculture,
particularly
the
use
of
digital
twins,
are
having
a
significant
impact
on
crop
management.
This
article
explores
twins
management,
focusing
modeling
methodologies,
roles,
implementation
architecture,
challenges,
and
prospects.
The
review
identifies
various
methods
for
twin
development
monitoring,
including
physics-based,
agent-based,
data-driven,
hybrid,
spatial
models.
These
models
provide
up-to-date
information
environmental
conditions,
soil
moisture,
other
variables
affecting
yield.
Despite
being
its
early
stages
implementation,
technology
is
showing
signs
progress,
suggesting
it
could
be
next
step
farming's
digitalization,
increasing
visibility
transparency,
improving
decision-making
processes.
offers
valuable
insights
fills
research
gaps,
enabling
informed
decisions
farmers,
policymakers,
service
providers
to
enhance
productivity,
sustainability,
resilience
modern
agriculture.
Language: Английский
Double Wins: Utilizing Digital Solutions in Agriculture to Attain Gender and Climate Goals
Published: Jan. 1, 2025
Language: Английский
Harnessing Digital Twins for Sustainable Agricultural Water Management: A Systematic Review
Applied Sciences,
Journal Year:
2025,
Volume and Issue:
15(8), P. 4228 - 4228
Published: April 11, 2025
This
systematic
review
explores
the
use
of
digital
twins
(DT)
for
sustainable
agricultural
water
management.
DTs
simulate
real-time
environments,
enabling
precise
resource
allocation,
predictive
maintenance,
and
scenario
planning.
AI
enhances
DT
performance
through
machine
learning
(ML)
data-driven
insights,
optimizing
usage.
In
this
study,
from
an
initial
pool
48
papers
retrieved
well-known
databases
such
as
Scopus
Web
Science,
etc.,
a
rigorous
eligibility
criterion
was
applied,
narrowing
focus
to
11
pertinent
studies.
highlights
major
disciplines
where
technology
is
being
applied:
hydroponics,
aquaponics,
vertical
farming,
irrigation.
Additionally,
literature
identifies
two
key
sub-applications
within
these
disciplines:
simulation
prediction
quality
soil
water.
also
types
maturity
levels
concepts
applications.
Based
on
their
current
implementation,
in
agriculture
can
be
categorized
into
functional
types:
monitoring
DTs,
which
emphasize
response
environmental
control,
enable
proactive
irrigation
management
forecasting.
techniques
used
framework
were
identified
based
These
findings
underscore
transformative
role
that
play
enhancing
efficiency
sustainability
Despite
technological
advancements,
challenges
remain,
including
data
integration,
scalability,
cost
barriers.
Further
studies
should
conducted
explore
issues
practical
farming
environments.
Language: Английский
Simulink-Driven Digital Twin Implementation for Smart Greenhouse Environmental Control
Egyptian Informatics Journal,
Journal Year:
2025,
Volume and Issue:
30, P. 100679 - 100679
Published: April 17, 2025
Language: Английский
A Comprehensive Review of Digital Twins Technology in Agriculture
R. H. Zhang,
No information about this author
Hua-Xiang ZHU,
No information about this author
Qinglin Chang
No information about this author
et al.
Agriculture,
Journal Year:
2025,
Volume and Issue:
15(9), P. 903 - 903
Published: April 22, 2025
Digital
Twin
(DT)
technology
has
emerged
as
a
transformative
tool
in
various
sectors,
like
agriculture,
due
to
its
potential
improve
productivity,
sustainability,
and
decision
making
processes.
This
paper
provides
comprehensive
review
of
the
applications,
challenges,
future
directions
DT
agriculture.
We
explore
key
concepts
architecture
DTs,
focusing
on
layering
classification
systems.
The
delves
into
applications
such
crop
planting
management,
pest
disease
control,
livestock
optimization
agricultural
machinery
resource,
support
Furthermore,
we
highlight
integration
data
acquisition,
simulation,
modeling
techniques
that
form
backbone
effective
implementation.
Despite
promising
potential,
adoption
DTs
agriculture
faces
several
technical
including
acquisition
issues,
difficulties,
standardization
3D
models.
Finally,
discuss
direction
technology,
emphasizing
importance
overcoming
existing
barriers
for
wider
application
sustainability.
Language: Английский
Product digital twins: An umbrella review and research agenda for understanding their value
Francisco Gomez Medina,
No information about this author
Veronica Martinez Hernandez
No information about this author
Computers in Industry,
Journal Year:
2024,
Volume and Issue:
164, P. 104181 - 104181
Published: Sept. 21, 2024
Language: Английский
Review of Existing Tools for Software Implementation of Digital Twins in the Power Industry
Inventions,
Journal Year:
2024,
Volume and Issue:
9(5), P. 101 - 101
Published: Sept. 19, 2024
Digital
twin
technology
is
an
important
tool
for
the
digitalization
of
power
industry.
A
digital
a
concept
that
allows
creation
virtual
copies
real
objects
can
be
used
technical
state
analysis,
predictive
and
optimization
operation
systems
their
components.
twins
are
to
address
different
issues,
including
management
equipment
reliability
efficiency,
integration
renewable
energy
sources,
increased
flexibility
adaptability
grids.
developed
with
use
specialized
software
solutions
designing,
prototyping,
developing,
deploying,
supporting.
The
existing
diversity
requires
systematization
well-informed
choice
twin’s
development
tool.
It
necessary
take
into
account
characteristics
elements
(equipment
plants,
substations
grids
systems,
mini-
microgrids).
reviews
dedicated
tools
creating
in
usage
Twin
Definition
Language
description
data
electromagnetic,
thermal,
hydrodynamic
models
transformer
presented.
Language: Английский
Digital Twins for Research and Innovation in Support of the European Green Deal Data Space: A Systematic Review
Remote Sensing,
Journal Year:
2024,
Volume and Issue:
16(19), P. 3672 - 3672
Published: Oct. 1, 2024
According
to
the
European
Data
Strategy
established
in
2020,
Open
Science
Cloud
(EOSC)
is
described
as
“the
basis
for
a
science,
research
and
innovation
data
space…
will
be
connected
articulated
with
sectoral
spaces”,
being
one
of
14
Common
Spaces.
While
current
cross-sectoral
interactions
EOSC
are
realised
through
association’s
Health
Task
Force,
advancements
other
EU
priorities,
such
Green
Deal
Digital
Strategy,
should
accelerated
green
digital
transitions
integrated
by
reinforcing
each
climate-neutral
2050.
With
this
motivation,
paper
systematically
reviews
spaces
twins
(DTs)
within
context
innovation.
Specifically,
focusing
on
relevance
Space
(GDDS)
DTs
Earth,
relationship
between
them
explored
using
topic
search
various
keyword
combinations
Web
CORDIS
databases.
Based
selected
scientific
articles
projects,
collaboration
opportunities
mapped
connect
relevant
stakeholders.
Furthermore,
existing
developing
service
components
that
could
contribute
technical
building
blocks
GDDS
identified.
In
summary,
key
findings
highlighted,
addressing
gaps
among
initiatives
presented
review.
Language: Английский
Experimental Studies of the Digital Twin of Plant based on Ontologies and Multi-Agent Technologies
WSEAS TRANSACTIONS ON ENVIRONMENT AND DEVELOPMENT,
Journal Year:
2024,
Volume and Issue:
20, P. 624 - 632
Published: Nov. 22, 2024
The
article
discusses
the
results
of
research
achieved
in
field
developing
an
intelligent
digital
twin
plants
(DTP).
An
ontological
model
crop
production
process
is
proposed,
and
expanded
by
including
descriptions
physiological
technological
factors:
predecessors
rotation,
seed
reproduction,
consumption
macro-elements
from
soil.
multi-agent
DTP
has
been
modified
to
account
for
morphological
characteristics
varieties,
as
well
parameters
each
phenological
phase
plant.
A
software
prototype
presented,
implementing
developed
methods
simulating
plants.
Experimental
cultivation
crops
using
was
conducted
2022/2023
season.
obtained
datasets
during
experiments
will
be
used
calibrate
improve
accuracy
predicting
plant
at
phase.
Language: Английский