Frontiers in Environmental Science,
Journal Year:
2024,
Volume and Issue:
12
Published: Nov. 19, 2024
Global
climate
change
is
an
extensive
phenomenon
characterized
by
alterations
in
weather
patterns,
temperature
trends,
and
precipitation
levels.
These
variations
substantially
impact
agrifood
systems,
encompassing
the
interconnected
components
of
farming,
food
production,
distribution.
This
article
analyzes
8,100
data
points
with
27
input
features
that
quantify
diverse
aspects
system’s
contribution
to
predicted
Greenhouse
Gas
Emissions
(GHGE).
The
study
uses
two
machine
learning
algorithms,
Long-Short
Term
Memory
(LSTM)
Random
Forest
(RF),
as
well
a
hybrid
approach
(LSTM-RF).
LSTM-RF
model
integrates
strengths
LSTM
RF.
LSTMs
are
adept
at
capturing
long-term
dependencies
sequential
through
memory
cells,
addressing
vanishing
gradient
problem.
Meanwhile,
its
ensemble
approach,
RF
improves
overall
performance
generalization
combining
multiple
weak
learners.
Additionally,
provides
insights
into
importance
features,
helping
understand
significant
contributors
model’s
predictions.
results
demonstrate
algorithm
outperforms
other
algorithms
(for
test
subset,
RMSE
=
2.977
R
2
0.9990).
findings
highlight
superior
accuracy
compared
individual
being
less
accurate
comparison.
As
determined
Pearson
correlation
analysis,
key
variables
such
on-farm
energy
use,
pesticide
manufacturing,
land
use
factors
significantly
influence
GHGE
outputs.
Furthermore,
this
heat
map
visually
represent
coefficient
between
GHGE,
enhancing
our
understanding
complex
interactions
within
system.
Understanding
intricate
connection
systems
crucial
for
developing
practices
security
environmental
challenges.
Scientific Reports,
Journal Year:
2024,
Volume and Issue:
14(1)
Published: July 23, 2024
Abstract
Deep
shale
has
the
characteristics
of
large
burial
depth,
rapid
changes
in
reservoir
properties,
complex
pore
types
and
structures,
unstable
production.
The
whole-rock
X-ray
diffraction
(XRD)
analysis,
physical
property
parameter
testing,
scanning
electron
microscopy
(SEM)
high-pressure
mercury
intrusion
CO
2
adsorption
experimentation,
low-temperature
nitrogen
adsorption–desorption
testing
were
performed
to
study
structure
marine
reservoirs
southern
Sichuan
Basin.
results
show
that
deep
Wufeng
Formation
Longyi
1
sub-member
Luzhou
area
is
superior
Weiyuan
terms
factors
controlling
gas
enrichment,
such
as
organic
matter
abundance,
gas-bearing
thickness.
SEM
utilized
identify
six
pores
(mainly
pores).
porosities
pyrobitumen
reach
21.04–31.65%,
while
solid
kerogen
pores,
siliceous
mineral
dissolution
carbonate
are
low
at
0.48–1.80%.
mainly
micropores
mesopores,
with
a
small
amount
macropores.
total
volume
ranges
from
22.0
36.40
μL/g,
an
average
27.46
specific
surface
34.27
50.39
m
/g,
41.12
/g.
positively
correlated
TOC
content,
minerals,
clay
minerals.
key
period
for
which
matches
evolution
process
hydrocarbon
generation,
capacity,
direct
indirect
cap
rocks,
Middle
Late
Triassic
present.
Areas
late
structural
uplift,
uplift
amplitude,
high
formation
pressure
coefficient
favor
preserving
content
production
levels.
Energy & Fuels,
Journal Year:
2024,
Volume and Issue:
38(17), P. 16171 - 16188
Published: Aug. 14, 2024
Continental
shale
gas
enrichment
is
significantly
influenced
by
pore
structure,
yet
research
on
this
topic
remains
limited
compared
to
marine
shale.
This
study
investigates
the
complex
structure
of
lacustrine
Da'anzhai
(DAZ)
from
YB
area,
employing
X-ray
diffraction
(XRD),
scanning
electron
microscope
(SEM),
and
low-temperature
N2
adsorption.
The
fractal
dimension
(FD)
calculated
using
Frenkel–Halsey–Hill
(FHH)
model,
revealed
two
distinct
dimensions:
D1
(2.3438–2.7933)
D2
(2.5235–2.82).
Both
exhibited
positive
correlations
with
total
organic
matter
(TOC)
content,
thermal
maturity,
other
parameters,
micropores
exhibiting
strongest
influence.
Results
indicate
that
DAZ
comprises
quartz
(28.1%–42%),
clay
(41.5%–60%),
carbonate
minerals
(0.7%–11.2%),
TOC
content
ranging
0.32%
1.74%,
indicating
low
high
maturity.
Total
volume
(PV)
varies
0.0105
0.0193
cm3/g,
specific
surface
area
(SSA)
3.14
11.33
m2/g.
While
mesopores
dominate
size
distribution,
contributing
most
SSA,
macropores
influence
overall
PV.
Interestingly,
regular
morphology,
primarily
associated
well-sorted
rounded
terrigenous
quartz,
negatively
correlated
D2.
Conversely,
feldspar
contributed
macropore
formation,
a
negative
correlation
both
FD.
Clay
minerals,
compacted
over
time,
contribute
reduced
increased
micropore
abundance,
resulting
in
between
intricate
morphology
Compared
Longmaxi
(LMX)
shale,
exhibits
lower
(OM)
but
higher
mineral
content.
Furthermore,
types
are
dominated
intergranular
pores
within
development
OM
than
LMX
These
key
differences
result
complexity
FD
comparative
analysis
provides
valuable
insights
into
structures
offers
framework
for
different
sedimentary
facies.
Scientific Reports,
Journal Year:
2025,
Volume and Issue:
15(1)
Published: Jan. 2, 2025
In-situ
stress
plays
a
pivotal
role
in
influencing
the
desorption,
adsorption,
and
transportation
of
coalbed
methane.
The
reservoir
gas
content
represents
physical
parameter,
encapsulating
both
methane
enrichment
capacity
underlying
law
reservoir.
This
investigation
collates,
computes,
consolidates
data
concerning
pore
pressure,
breakdown
closure
triaxial
principal
stress,
content,
lateral
pressure
coefficient,
other
pertinent
variables
from
coal
reservoirs
within
several
coal-bearing
synclines
Liupanshui
coalfield,
China.
study
elucidates
characteristics
longitudinal
development
area,
their
interrelationships.
area
is
situated
middle-high
zone,
exhibiting
discernible
evolution
patterns
reverse
fault
mechanism
to
strike-slip
normal
mechanism,
progressing
shallow
deep.
In
deeper
stratigraphy,
strike-slip-normal
emerges.
relationship
between
burial
depth
subjected
linear
regression,
resulting
proposal
simplified
model
for
vertical
in-situ
stress.
hyperbolic
regression
algorithm
was
employed
order
derive
envelope
median
formulas
coefficient
(k
values).
k
value
displays
discrete
behavior
along
axis
depths,
gradually
converging
strata
ultimately
stabilising
at
approximately
0.65
with
increasing
depth.
A
comprehensive
examination
substantiates
efficacy
axis,
offering
profound
insights
into
interrelationships
evolving
stresses.
mean
found
be
11.89
m³/t,
general
increase
depth,
followed
by
subsequent
decrease.
(Pp)
positive
correlation
content.
comprehensively
developmental
field,
attributes
ratio
(KH,
kh,
k),
corresponding
transformative
relationships
coupled
geostress
field
parameters
conversion
inversion
are
delineated,
accompanied
detailed
exposition
definition
process,
significance,
interrelations.
Within
estimated
range
450
500
m,
while
critical
670
m.
Moreover,
falls
700–800
It
noteworthy
that
deep
coalfield
has
been
identified
as
800
Subsequently,
"in-situ
stress-gas
mode"
formulated,
thereby
providing
structured
framework
understanding
dynamic
interactions
Scientific Reports,
Journal Year:
2025,
Volume and Issue:
15(1)
Published: March 4, 2025
In
petroliferous
sedimentary
basins,
the
interplay
between
CO2
and
hydrocarbons
exerts
a
notable
influence
on
hydrocarbon
generation
accumulation.
This
research
focuses
Huangqiao
oil
gas
reservoir,
which
is
known
for
hosting
largest
reserves
in
China.
U-Pb
isotopic
dating
of
calcite
veins
fractures,
carbon
oxygen
isotope
analyses,
along
with
rare
earth
element
(REE)
analysis
were
applied
to
elucidate
chronology
origin
inorganic
organic
fluids
studied
area.
Petrographic
observations
revealed
presence
various
components
fluid
inclusions,
including
gaseous
CO2,
CH4,
CH4-CO2
mixtures,
fluids.
Besides,
through
Raman
quantitative
measurements
thermodynamic
simulations,
density,
composition,
pressure,
temperature
characteristics
CH4
bearing
inclusions
calculated.
Based
entrapment
conditions
results,
two
stages
charging
identified:
an
early-Jurassic
stage
(approximately
200-185
Ma)
characterized
by
mid-maturity
early-Eocene
61-41
marked
high-maturity
CH4.
accumulation
events
divided
into
stages:
high-density
activity
during
early
Eocene
59-39
low-density
Tertiary-Quaternary
23-4
Ma).
Moreover,
deep
influx
reservoirs
led
hydrothermal
alteration,
as
evidenced
anomalously
high
homogenization
temperatures
vitrinite
reflectance.
has
extraction
effect
crude
oil,
where
its
late
entry
primarily
results
removal
lighter
components,
especially
When
high-temperature
enters
it
accelerates
cracking
alters
fluid's
composition.
thermal
event
also
speeds
up
source
rock's
evolution,
leading
extraction,
pyrolysis,
displacement
throughout
reservoir's
development
process.
study
presents
comprehensive
approach
quantitatively
studying
geological
basins
this
nature.
PLoS ONE,
Journal Year:
2025,
Volume and Issue:
20(3), P. e0319672 - e0319672
Published: March 7, 2025
High
clay-content
shale,
containing
hydrophilic
clay
minerals,
is
highly
sensitive
to
environmental
temperature
and
humidity.
It
readily
absorbs
moisture
from
the
air,
leading
increased
water
content
reduced
mechanical
strength,
which
poses
challenges
for
underground
structures,
such
as
mining
roadways,
tunnels,
storage
chambers.
This
study
investigates
influence
of
humidity
on
high
shale
during
its
hygroscopic
process
examines
evolution
properties
under
variations
in
content,
aiming
reveal
effects
behavior
shale.
Hygroscopic
experiments
were
conducted
using
a
chamber,
with
quartz
sand
non-clay
mineral
control
groups,
strength
performed
reconstituted
samples
varying
content.
Results
showed
that
equilibrium
(EWC)
decreases
lower
higher
temperature.
When
decreased
100%
RH
80%
RH,
average
EWC
dropped
15.88%
7.53%.
Under
high-humidity
conditions
(100%
RH),
11.92%
only
after
30°C.
Within
experimental
conditions,
reducing
was
found
be
more
effective
than
increasing
EWC.
Based
test
results,
can
decrease
loss
uniaxial
compressive
(UCS)
caused
by
absorption
approximately
50%
15.48%.
The
results
indicate
primary
factor
influencing
Reducing
significantly
mitigate
absorption,
while
plays
supplementary
role.
These
findings
provide
scientific
basis
controlling
engineering
enhance
structural
stability.
Energy Science & Engineering,
Journal Year:
2025,
Volume and Issue:
unknown
Published: March 12, 2025
ABSTRACT
Currently,
there
are
various
methods
for
predicting
natural
fractures
using
logging
data,
however
these
primarily
the
number
and
location
of
fractures.
This
is
making
it
difficult
to
determine
fracture
types.
paper
introduces
R/S‐FD
method,
combined
with
development
pattern
in
study
area,
secondary
R/S
analysis
was
introduced
construct
Secondary
method.
method
overcomes
limitations
traditional
that
can
only
predict
cannot
type
After
eliminating
systematic
errors,
prediction
accuracy
bedding
high‐angle
reaches
73%
74%,
respectively.
By
analyzing
characteristics
23
wells
research
provided
insights
into
oil
layers
within
region.
The
a
precise,
fast,
cost‐effective
approach
different
types
next
step
involves
leveraging
large
cases
as
data
foundation,
based
on
big
machine
learning
techniques,
establish
correlation
between
F
value
enabling
more
accurate
predictions
quantities
International Journal of Energy Research,
Journal Year:
2025,
Volume and Issue:
2025(1)
Published: Jan. 1, 2025
This
study
explores
the
efficacy
of
various
enhanced
oil
recovery
(EOR)
techniques,
including
water
alternating
gas
(WAG),
(GAW),
alkaline
surfactant
polymer
(ASP),
and
chemical
WAG
(CWAG)
injections.
Through
coreflooding
tests
analysis,
we
assess
their
effectiveness
in
mobilizing
displacing
trapped
reservoirs.
Our
findings
reveal
significant
novelty
methods
developed,
particularly
CWAG
injection
strategies,
which
achieved
remarkable
factors.
Specifically,
demonstrated
superior
performance,
with
a
maximum
factor
64.5%,
attributable
to
water’s
higher
displacement
efficiency.
ASP
injections
also
emerged
as
promising
method,
achieving
69.5%,
offering
comparable
traditional
techniques
while
enhancing
sweep
Furthermore,
advanced
strategies
showcased
improvements,
CWAG1,
CWAG2,
CWAG3,
CWAG4
factors
73.5%,
76%,
82%,
93%,
respectively.
These
insights
highlight
critical
role
formulation,
sequence,
optimization
maximizing
recovery,
thereby,
contributing
sustainable
resource
management
economic
viability.
Energy Science & Engineering,
Journal Year:
2024,
Volume and Issue:
12(7), P. 2899 - 2917
Published: July 1, 2024
Abstract
To
quantitatively
characterize
the
complexity
of
shale
pore
structures
and
their
controlling
factors
in
Longmaxi
Formation
Western
Hubei,
our
study
focused
on
organic‐rich
outcrops
Yidu‐Hefeng
compound
anticline.
We
conducted
tests
for
organic
content,
maturity,
whole‐rock
mineral
composition,
along
with
employing
high‐pressure
mercury
injection
low‐temperature
gas
adsorption
experiments.
Utilizing
V‐S,
FHH,
sponge
models,
we
calculated
fractal
dimensions
micro‐,
meso‐,
macropores.
In
region,
is
characterized
by
calcium‐rich
shales
that
are
abundant
matter.
Our
analysis
samples
revealed
a
total
carbon
(TOC)
ranging
between
1.04%
4.24%,
an
average
2.5%.
The
Ro
values
fluctuate
2.98%
3.57%,
mean
value
2.845%,
indicating
over‐mature
stage
from
early
to
late
thermogenesis.
Constituents
such
as
quartz
span
39.8%
51.3%,
median
44.3%,
while
feldspar
oscillates
3.8%
12.4%,
averaging
at
8.48%.
Clay
minerals
constitute
24.3%
41.7%
samples,
34.16%.
Shale
porosity
exhibits
segmented
nature.
For
instance,
D
1
varies
2.1278
2.4056,
2.2767;
2
fluctuates
2.4995
2.7492,
2.6309;
3
ranges
2.6835
2.9427,
centering
around
2.8111.
These
variations
indicate
intricacies
macropore
structure.
Positive
correlations
TOC
maturity
evident,
whereas
negative
association
observed
3.
collaborative
interplay
siliceous
organics
mirrors
relationship
content
its
dimensions,
akin
TOC.
transformations,
due
accumulation
dehydration,
predominantly
contribute
macro‐porosity,
weakly
aligning
negatively
but
positively
Variations
carbonate
role
primarily
yielding
dissolution
macropores
manifest
subtle
link
enhancing
Pore
volume
correlates
2,
no
conspicuous
3,
trends
negatively.
compaction
transformation
processes
clay
seem
favor
generation
macropores,
mildly
Frontiers in Earth Science,
Journal Year:
2024,
Volume and Issue:
12
Published: Sept. 13, 2024
Recent
exploration
efforts
have
revealed
significant
industrial
gas
flow
from
the
Wujiaping
Formation
marine
shale
in
Longmen–Wushankan
area
of
eastern
Sichuan
Basin,
underscoring
its
considerable
potential.
In
this
study,
reservoir
characteristics
and
potential
are
further
evaluated.
On
basis
well
rock
electrical
properties,
experimental
analyses,
depositional
structural
patterns
region,
we
characterize
properties
identify
primary
factors
controlling
accumulation.
The
results
indicate
that
is
characterized
by
a
high
organic
matter
content,
favorable
pore
types,
porosity,
content
brittle
minerals,
which
conducive
to
subsequent
development
fracturing.
A
positive
correlation
observed
between
total
carbon
(TOC)
mineral
content.
TOC
strongly
correlated
with
(the
coefficient
0.75).
yield
attributed
combination
sedimentary
environments,
conditions,
roof
floor
fracturing
capabilities.
However,
compared
Longmaxi
lower
thinner
shale,
deeper
burial,
posing
challenges
for
development.
criteria
evaluating
established,
four
areas
identified.
Overall,
Permian
holds
promising
Further
an
enhanced
understanding
formation
will
provide
valuable
guidance
future
area.