The Plant Journal,
Год журнала:
2021,
Номер
109(1), С. 35 - 46
Опубликована: Окт. 26, 2021
Horticultural
crops
mainly
include
fruits,
vegetables,
ornamental
trees
and
flowers,
tea
(Melaleuca
alternifolia).
They
produce
a
variety
of
nutrients
for
the
daily
human
diet
in
addition
to
nutrition
provided
by
staple
crops,
some
them
additionally
possess
medicinal
features.
As
such,
horticultural
make
unique
important
contributions
both
food
security
colorful
lifestyle.
Under
current
climate
change
scenario,
growing
population
limited
arable
land
means
that
agriculture,
especially
horticulture,
has
been
facing
unprecedented
challenges
meet
diverse
demands
life.
Breeding
with
high
quality
adaptability
establishing
an
effective
system
combines
cultivation,
post-harvest
handling,
sales
becomes
increasingly
imperative
production.
This
review
discusses
characteristic
recent
research
highlights
focusing
on
breeding
traits
mechanisms
underpin
them.
It
addresses
potential
solutions
production
practices.
Finally,
we
provide
prospective
as
how
emerging
technologies
can
be
implemented
alongside
interdisciplinary
basic
enhance
our
understanding
exploitation
crops.
Agriculture,
Год журнала:
2024,
Номер
14(3), С. 481 - 481
Опубликована: Март 16, 2024
The
interplay
of
machine
learning
(ML)
and
deep
(DL)
within
the
agroclimatic
domain
is
pivotal
for
addressing
multifaceted
challenges
posed
by
climate
change
on
agriculture.
This
paper
embarks
a
systematic
review
to
dissect
current
utilization
ML
DL
in
agricultural
research,
with
pronounced
emphasis
impacts
adaptation
strategies.
Our
investigation
reveals
dominant
reliance
conventional
models
uncovers
critical
gap
documentation
methodologies.
constrains
replicability,
scalability,
adaptability
these
technologies
research.
In
response
challenges,
we
advocate
strategic
pivot
toward
Automated
Machine
Learning
(AutoML)
frameworks.
AutoML
not
only
simplifies
standardizes
model
development
process
but
also
democratizes
expertise,
thereby
catalyzing
advancement
incorporation
stands
significantly
enhance
research
adaptability,
overall
performance,
ushering
new
era
innovation
practices
tailored
mitigate
adapt
change.
underscores
untapped
potential
revolutionizing
propelling
forward
sustainable
efficient
solutions
that
are
responsive
evolving
dynamics.
Agricultural
Big
Data
is
a
set
of
technologies
that
allows
responding
to
the
challenges
new
data
era.
In
conjunction
with
machine
learning,
farmers
can
use
address
different
problems
such
as
farmers'
decision-making,
crops,
weeds,
animal
research,
land,
food
availability
and
security,
weather,
climate
change.
The
purpose
this
paper
synthesize
evidence
regarding
involved
in
implementing
learning
Data.
We
conducted
Systematic
Literature
Review
applying
PRISMA
protocol.
This
review
includes
30
papers,
published
from
2015
2020.
develop
framework
summarizes
main
encountered,
techniques,
well
used.
A
major
challenge
design
architectures,
due
need
modify
adapting
volume
increases.
Discover Agriculture,
Год журнала:
2024,
Номер
2(1)
Опубликована: Ноя. 7, 2024
Abstract
Precision
agriculture,
a
transformative
farming
approach,
has
gained
prominence
due
to
advancements
in
digital
technologies.
This
paper
explores
the
multifaceted
landscape
of
precision
focusing
on
its
tangible
benefits,
challenges,
and
future
directions.
Purpose
Amidst
growing
interest
this
aims
provide
comprehensive
analysis
various
aspects.
Specifically,
it
seeks
elucidate
benefits
agriculture
optimizing
resource
utilization,
enhancing
crop
health,
promoting
sustainability.
Moreover,
examines
challenges
faced
implementation
proposes
directions
overcome
these
obstacles.
Findings
Through
review
existing
literature
case
studies,
presents
nuanced
understanding
agriculture's
impact
farming,
livestock
production,
economic
outcomes,
environmental
It
identifies
key
such
as
data
security,
costs,
regulatory
frameworks,
while
also
highlighting
innovative
solutions
promising
field.
Originality
To
best
our
knowledge,
represents
rigorous
attempt
comprehensively
analyze
with
focus
original
contributions
By
synthesizing
research
offering
insights
into
directions,
adds
emerging
knowledge
base
surrounding
potential
revolutionize
modern
practices.
The Plant Journal,
Год журнала:
2021,
Номер
109(1), С. 35 - 46
Опубликована: Окт. 26, 2021
Horticultural
crops
mainly
include
fruits,
vegetables,
ornamental
trees
and
flowers,
tea
(Melaleuca
alternifolia).
They
produce
a
variety
of
nutrients
for
the
daily
human
diet
in
addition
to
nutrition
provided
by
staple
crops,
some
them
additionally
possess
medicinal
features.
As
such,
horticultural
make
unique
important
contributions
both
food
security
colorful
lifestyle.
Under
current
climate
change
scenario,
growing
population
limited
arable
land
means
that
agriculture,
especially
horticulture,
has
been
facing
unprecedented
challenges
meet
diverse
demands
life.
Breeding
with
high
quality
adaptability
establishing
an
effective
system
combines
cultivation,
post-harvest
handling,
sales
becomes
increasingly
imperative
production.
This
review
discusses
characteristic
recent
research
highlights
focusing
on
breeding
traits
mechanisms
underpin
them.
It
addresses
potential
solutions
production
practices.
Finally,
we
provide
prospective
as
how
emerging
technologies
can
be
implemented
alongside
interdisciplinary
basic
enhance
our
understanding
exploitation
crops.
