Agronomy Journal,
Journal Year:
2024,
Volume and Issue:
unknown
Published: Sept. 3, 2024
Abstract
Preharvest
yield
estimates
can
be
used
for
harvest
planning,
marketing,
and
prescribing
in‐season
fertilizer
pesticide
applications.
One
approach
that
is
being
widely
tested
the
use
of
machine
learning
(ML)
or
artificial
intelligence
(AI)
algorithms
to
estimate
yields.
However,
one
barrier
adoption
this
ML/AI
behave
as
a
black
block.
An
alternative
create
an
algorithm
using
Bayesian
statistics.
In
statistics,
prior
information
help
algorithm.
based
on
statistics
are
not
often
computationally
efficient.
The
objective
current
study
was
compare
accuracy
computational
efficiency
four
models
different
assumptions
reduce
execution
time.
paper,
multiple
linear
regression
(BLR),
spatial,
skewed
spatial
regression,
nearest
neighbor
Gaussian
process
(NNGP)
were
compared
with
ML
non‐Bayesian
random
forest
model.
analysis,
soybean
(
Glycine
max
)
yields
response
variable
y
),
spaced‐based
blue,
green,
red,
near‐infrared
reflectance
measured
PlanetScope
satellite
predictor
x
).
Among
tested,
(NNGP;
R
2
‐testing
=
0.485)
model,
which
captures
short‐range
correlation,
outperformed
(BLR;
0.02),
(SRM;
0.087),
(sSRM;
0.236)
models.
associated
improved
increase
in
run
time
from
534
s
BLR
model
2047
NNGP
These
data
show
relatively
accurate
within‐field
obtained
without
sacrificing
coefficients
have
biological
meaning.
all
had
lower
values
higher
times
than
Global Change Biology,
Journal Year:
2023,
Volume and Issue:
29(22), P. 6163 - 6169
Published: Aug. 28, 2023
When
compared
to
virgin
land
(forest
and
grassland),
croplands
store
significantly
lower
amounts
of
organic
carbon
(OC),
mainly
as
a
result
soil
tillage,
decreased
plant
inputs
the
over
whole
year.
Doubts
have
been
expressed
how
much
reduced
zero
tillage
agriculture
can
increase
OC
in
soils
when
profile
is
considered.
Consequently,
cover-crops
that
are
grown
in-between
crops
instead
leaving
bare
appear
"last
man
standing"
our
quest
enhance
cropland
stocks.
Despite
claim
by
numerous
meta-analyses
mean
sequestration
rate
cover
be
high
0.32
±
0.08
ton
C
ha-1
year-1
,
present
analysis
showed
all
37
existing
field
studies
worldwide
only
sampled
depth
30
cm
or
less
did
not
compare
treatments
on
basis
equivalent
mass.
Thirteen
presented
information
content
stocks,
had
inappropriate
controls
(n
=
14),
durations
3
years
5),
considered
one
two
data
points
per
treatment
4),
used
cash
(i.e.,
longer
crops)
catch
2),
which
cases
constitutes
shortcomings.
Of
remaining
six
trials,
four
non-significant
trends,
study
displayed
negative
impact
crops,
positive
impact,
resulting
storage
0.03
.
Models
policies
should
urgently
adapt
such
new
figure.
Finally,
more
done
improve
design
cover-crop
for
reaching
sound
conclusions
but
also
understand
underlying
reasons
low
efficiency
improved
into
soils,
with
possible
strategies
being
suggested.
Agronomy,
Journal Year:
2025,
Volume and Issue:
15(3), P. 565 - 565
Published: Feb. 25, 2025
Without
transformative
adaptation
strategies,
the
impact
of
climate
change
is
projected
to
reduce
global
crop
yields
and
increase
food
insecurity,
while
rising
greenhouse
gas
(GHG)
emissions
further
exacerbate
crisis.
While
agriculture
a
major
contributor
through
unsustainable
practices,
it
also
offers
significant
opportunities
mitigate
these
adoption
sustainable
practices.
This
review
examines
climate-smart
(CSA)
as
key
strategy
for
enhancing
productivity,
building
resilience,
reducing
GHG
emissions,
emphasizing
need
strategic
interventions
accelerate
its
large-scale
implementation
improved
security.
The
analysis
revealed
that
nitrogen
use
efficiency
(NUE)
has
in
developed
countries,
NUE
remains
at
55.47%,
precision
nutrient
management
integrated
soil
fertility
strategies
enhance
productivity
minimize
environmental
impacts.
With
40%
world’s
agricultural
land
already
degraded,
sustainability
alone
insufficient,
necessitating
shift
toward
regenerative
practices
restore
degraded
water
by
improving
health,
biodiversity,
increasing
carbon
sequestration,
thus
ensuring
long-term
resilience.
CSA
including
agriculture,
biochar
application,
agroforestry,
improve
security,
emissions.
However,
result
variability
highlights
site-specific
optimize
benefits.
Integrating
multiple
enhances
health
more
effectively
than
implementing
single
practice
alone.
Widespread
faces
socio-economic
technological
barriers,
requiring
supportive
policies,
financial
incentives,
capacity-building
initiatives.
By
adopting
technologies,
can
transition
sustainability,
securing
systems
addressing
challenges.
The Science of The Total Environment,
Journal Year:
2023,
Volume and Issue:
906, P. 167143 - 167143
Published: Sept. 19, 2023
Phosphorus
(P)
is
an
essential
nutrient
for
all
crops,
yet
its
excess
negatively
affects
public
health,
the
environment,
and
economy.
At
same
time,
rock
P
a
critical
raw
material
due
to
importance
food
production,
finite
geological
deposits,
unequal
regional
distribution.
As
consequence,
management
addressed
by
numerous
environmental
policies.
Process-based
biogeochemical
models
are
valuable
instruments
monitor
cycle
predict
effect
of
agricultural
In
this
study,
we
upscale
calibrated
DayCent
model
at
European
level
using
data-derived
soil
properties,
advanced
input
data
sets,
representative
practices.
Our
results
depicted
budget
with
average
surplus
(0.11
kg
ha-1
year-1),
total
(2240.0
ha-1),
available
content
(77.4
ha-1)
consistent
literature
national
statistics.
Through
scenarios,
revealed
range
potential
changes
in
2030
2050,
influenced
interlink
carbon
nitrogen
cycles.
Thus,
developed
powerful
assessment
tool
capable
i)
identifying
areas
or
deficit
high
spatial
resolution
1
km2,
(ii)
pinpointing
where
change
would
be
most
urgent
reach
policy
goals
terms
pollution,
security
resource
efficiency
material,
iii)
assessing
response
modifications
management.
Soil and Tillage Research,
Journal Year:
2024,
Volume and Issue:
241, P. 106129 - 106129
Published: April 19, 2024
Conservation
and
regenerative
agriculture
are
widely
considered
as
approaches
aiming
at
addressing
challenges
in
relation
to
climate
change
soil
quality.
In
that
respect,
no
tillage
(NT)
use
of
cover
crops
(CCs)
seen
key
elements
achieving
the
sustainability
goals
these
approaches,
but
long-term
individual
interactive
effects
remain
unknown.
We
examined
impact
(NT
mouldboard
ploughing)
combined
with
a
fodder
radish
CC
continuous
cereal
cropping.
Soil
was
sampled
0–10
10–20
cm
layer
after
two
decades
treatments
CENTS
experiment
AU
Viborg
(Denmark)
situated
on
sandy
loam
9%
clay.
assessed
structural
quality,
SOC
stocks,
clay
dispersibility
(CD),
wet
stability
aggregates
(WSA)
pore
characteristics.
Neither
nor
cropping
affected
stock
0–20
layer.
No
improved
CD,
WSA
plant
available
water
capacity
depth
compared
ploughing.
The
marked
improvement
CD
NT
soils
could
not
be
explained
by
per
se,
rather
positive
ascribed
absence
disturbance.
contrast,
porosity,
especially
depth,
fraction
volume
represented
>30
µm
pores
gas
diffusivity
decreased,
resulted
less
good
inclusion
CCs
quality
functionality
macropore
system.
Hence,
have
potential
alleviate
negative
characteristics
macroscale.
Furthermore,
we
found
macroscale
were
much
more
pronounced
long-
(20
yrs
NT;
13
CC)
than
medium-term
(10
5
underlining
value
conservation
experiments.
Soil & Environmental Health,
Journal Year:
2023,
Volume and Issue:
1(4), P. 100048 - 100048
Published: Nov. 2, 2023
Soil
organic
matter
(SOM)
stands
out
as
one
of
the
foremost
indicators
soil
health.
Soils
with
high
SOM
concentrations
have
been
shown
to
be
associated
crop
yield
under
drought
conditions.
However,
a
critical
question
remains
unanswered:
is
yield-stabilizing
effect
attributable
inherent
properties,
which
remain
unresponsive
agricultural
management
practices,
such
texture
and
taxonomy?
Or
it
driven
by
dynamic
properties
that
reflect
overall
health
soil?
Following
Health
Assessment
Protocol
Evaluation
(SHAPE),
we
derived
score
(SHS;
range:
0-1)
from
concentration
accounting
for
site-specific
variables,
including
climate,
texture,
suborder.
Using
county-level
data
rainfed
corn
across
U.S.
2000
2016,
found
higher
SHSs
were
yields.
During
most
severe
events,
an
increase
0.5
in
SHS
was
1.15
±
0.18
Mg
ha-1
increment
yield,
suggesting
helps
stabilize
drought.
Interestingly,
smaller
but
statistically
significant
effects
on
during
less
intensive
droughts.
The
slightly
better
predictor
than
SHS.
We
also
similar
different
peer
groups,
i.e.,
textures
or
suborders,
Our
results
suggest
main
factor
explaining
benefits
SOM,
while
not
differences
argue
resilience
against
can
potentially
increased
adopting
agronomic
practices
aimed
at
augmenting
improving
broad
spectrum
geographical
locations
site
characteristics.
Abstract
This
study
aimed
to
estimate
mixed‐species
cover
crop
(CC)
biomass
and
nutrient
contents
using
remote
sensing,
as
ground‐based
measurements
are
time‐consuming
costly.
Eleven
CC
treatments
with
varying
grass‐legume
proportions
(GLP)
were
sampled,
determined
along
multispectral
imagery
captured
during
the
first
fourth
weeks
of
March
week
April
2023.
Biomass
N
(
R
2
=
0.46–0.60)
K%
0.41—0.71)
decreased
increasing
GLP.
The
chlorophyll
absorption
ratio
index
normalized
difference
vegetation
closely
followed
nutrients
N,
P,
K
combined
yield
(Bio_NPK)
trend.
Machine
learning
algorithms
random
forest
(RF)
partial
least
square
(PLS)
regression
better
for
0.74
RF)
N%
0.72
PLS)
prediction
compared
Bio_NPK
prediction.
These
results
crucial
scientists
devise
appropriate
analysis
approaches
estimating
benefits
CC.
Abstract
Different
cover
crop
(CC)
species
may
respond
differently
to
the
projected
climate
change
scenarios.
A
study
was
carried
out
in
a
controlled
environmental
chamber
evaluate
early
season
growth
and
development
of
five
CC
species:
cereal
rye
(
Secale
cereale
L.),
triticale
(x
Triticosecale
Wittmack),
winter
wheat
Triticum
aestivum
crimson
clover
Trifolium
incarnatum
mustard
Brassica
juncea
).
Treatments
consisted
two
levels
carbon
dioxide
(CO
2
)
(420
720
ppm),
ultraviolet‐B
(UV‐B)
radiation
(0
10
kJ
m
−2
day
−1
),
temperatures
(29/21°C
19/11°C
day/night),
their
combinations.
Root,
shoot,
physiological
parameters
were
recorded,
combined
stress
response
index
(CSRI)
derived.
Results
indicated
that
higher
CO
(+CO
had
net
positive
effect
on
all
species,
with
CSRI
values
ranging
from
1.0
5.1.
Conversely,
UV‐B
(+UV)
negative
impact,
−2.9
−7.6.
The
most
favorable
environment
for
combination
increased
fall
temperature
elevated
(+T+
impact
+UV
mitigated
an
high
environment,
mimicking
US
Midsouth.
Among
responsive,
151%
increase
root
shoot
dry
weight
under
+T+
treatment
86%
decrease
treatment.
Rye
least
impacted
by
imposed
climatic
stressors.
These
results
are
particular
interest
agricultural
science
community
as
they
offer
insights
into
developing
selecting
adaptable
desirable
morphological
characteristics
anticipation
changing
climate.
Scientific Reports,
Journal Year:
2025,
Volume and Issue:
15(1)
Published: March 28, 2025
Tillage
intensity
reduction
when
coupled
with
higher
yields
and
better
equipment,
has
increased
the
potential
to
sequester
carbon
in
farm
fields.
However,
a
few
experiments
have
demonstrated
that
this
is
occurring.
This
studies
objective
was
investigate
macro-scale
effects
of
crop
tillage
decreases
yield
increases
on
soil
organic
(SOC)
storage
Nebraska
(NE),
Iowa
(IA),
Minnesota
(MN),
South
Dakota
(SD)
from
2000
2021.
The
analysis
based
grower
surveys,
state
2021,
over
12
million
surface
samples
were
aggregated
by
year.
model
used
first
order
kinetics,
it
consisted
three
pools
[non-harvested
(NHC),
SOC,
atmospheric
dioxide
(CO2)].
Annual
NHC
additions
estimated
state-level
reductions
producer
surveys.
Across
four
states
21
years,
there
an
decrease
0.0339
mixing
events
per
year,
corn
(Zea
mays)
soybean
(Glycine
max)
63
38%,
respectively,
SOC
at
rate
>
460
kg
SOC-C/(ha
×
year).
In
addition,
strong
(p
<
0.01)
linear
correlations
between
gains
indicate
state-scale
not
approaching
saturation.