A Genetic Particle Swarm Optimization with Policy Gradient for Hydraulic Fracturing Optimization
Yunjin Wang,
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Leyi Zheng,
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Chen Gong
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et al.
SPE Journal,
Journal Year:
2024,
Volume and Issue:
unknown, P. 1 - 13
Published: Dec. 1, 2024
Summary
Particle
swarm
optimization
(PSO)
has
been
widely
developed
and
applied
as
one
of
the
important
algorithms
for
problems
because
its
few
control
parameters
low
complexity.
However,
conventional
PSO
problem
premature
convergence.
Most
optimized
are
adjusted
manually,
technology
adaptive
adjustment
based
on
reinforcement
learning
(RL)
is
still
immature.
Therefore,
this
study
proposes
a
new
genetic
(GAPSO)
with
policy
gradient
(PGGAPSO).
The
algorithm
constructs
strategy
neural
network
an
agent
to
dynamically
output
action
probability
distribution
passes
highest
selection
GAPSO
section
through
designed
function,
thereby
updating
parameters.
solves
obtained
uses
individual
global
optimums
from
iterations
inputs
network.
In
addition,
elite
introduced
enhance
exploration
capability
PGGAPSO.
Then,
performance
PGGAPSO
was
comprehensively
evaluated
using
convergence
analysis,
statistical
tests,
Friedman
rank,
runtime
analysis.
Finally,
construction
parameter
hydraulic
fracturing.
results
show
that
due
influence
number
samples,
general
in
early
stage
iteration
but
shows
excellent
continuous
iteration.
For
unimodal
most
multimodal
functions,
significant
difference
excellence.
Additional
processes,
such
(PG),
resulted
7.3%
increase
compared
GAPSO,
additional
computational
loss
acceptable
relative
improved
accuracy.
does
not
require
objective
function
can
be
combined
complex
model
fracturing
optimize
case
Jimsar
sag,
production
increased
by
more
than
10%
average.
Language: Английский
Numerical Modeling of Fracture Propagation during Temporary Plugging and Diverting Fracturing
Haiyang Wang,
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Xu Su,
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Lu Chen
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et al.
SPE Journal,
Journal Year:
2025,
Volume and Issue:
unknown, P. 1 - 13
Published: March 1, 2025
Summary
The
temporary
plugging
and
diverting
fracturing
(TPDF)
technique
has
proved
to
be
effective
in
enhancing
reservoir
stimulation
volume
increasing
oil
gas
production.
However,
the
mechanisms
influencing
propagation
behavior
of
diverted
fractures
under
induced
stress
fields
remain
unclear.
In
this
study,
we
establish
a
numerical
simulation
model
considering
fluid-solid
coupling
effects
based
on
discrete
element
particle
flow
method
for
TPDF.
can
simulate
fracture
pattern
evolution
field
around
after
near
wellbore.
results,
good
agreement
with
analytical
solutions
experimental
data,
validate
correctness
model.
We
analyzed
model,
investigated
impact
horizontal
differences
fluid
viscosity
morphology
fractures.
results
reveal
that
initiates,
an
X-shaped
strong
compressive
zone
forms
fracture.
propagates
along
depression
area
(i.e.,
direction
where
is
weakest).
expansion
causes
reversal
at
tip
initial
fracture,
leading
its
reopening.
As
in-situ
difference
increases,
tensile
effect
gradually
weakens,
deflection
amplitude
toward
increases.
Fracturing
seepage
significantly
influences
fields.
When
low,
tends
deviate
more
Choosing
high-viscosity
reservoirs
smaller
TPDF
operations
conducive
volume.
study
contribute
understanding
TPDF,
providing
theoretical
support
design
construction
schemes.
Language: Английский
Quantitative investigation into the relationship between the fracture geometry and the well production during near-wellbore temporary plugging and diverting fracturing
Physics of Fluids,
Journal Year:
2024,
Volume and Issue:
36(8)
Published: Aug. 1, 2024
During
near-wellbore
temporary
plugging
and
diverting
fracturing
(NWTDF),
the
old
fractures
can
be
plugged,
new
generated
propagated
along
direction
perpendicular
to
fractures.
The
fracture
geometry
after
NWTDF
determines
stimulated
volume
well
productivity.
Studying
quantitative
relationship
between
production
during
is
of
great
significance
for
optimization.
Based
on
large-scale
true
tri-axial
equipment,
this
work
carried
out
propagation
experiments
NWTDF.
experiment
results
confirmed
feasibility
forming
diversion
by
extended
finite
element
method
obtained
overall
under
various
conditions.
Moreover,
based
pattern
geometries,
a
reservoir
seepage
model
was
established
applied
predict
oil
production.
show
that:
(1)
radius
(FDR)
significantly
affects
When
increases
from
20
m
110
m,
17.2%.
(2)
FDR
50
area
pressure
sweep
region
about
7.5%;
when
80
degree
productivity
uplift
not
apparent.
There
an
optimal
value
FDR.
(3)
Well
with
frequency,
while
it
reaches
9,
small.
frequency
should
optimized
obtain
desirable
volume.
research
provide
theoretical
basis
optimization
design
Language: Английский
Discrete element-based multi-cluster hydraulic fracture extension study with temporary plugging and fracturing in horizontal wells
Physics of Fluids,
Journal Year:
2024,
Volume and Issue:
36(6)
Published: June 1, 2024
In
this
paper,
a
two
dimensional-discrete
element
method
complex
fracture
extension
model
was
developed
to
simulate
the
behavior
in
reservoirs
during
multi-cluster
perforation
fracturing
of
horizontal
wells
by
particulate
flow
and
considering
temporary
plugging
conditions.
The
effect
particle
inhomogeneity
on
fractures,
change
extending
characteristics
before
after
plugging,
geological
construction
parameters
fractures
under
consideration
conditions
are
investigated
model.
results
show
that:
(1)
middle
cluster
is
more
difficult
extend
than
outermost
due
interstitial
stress
interference;
increased
nonuniformity
particles
aggravates
interference
favors
shear
extension.
(2)
Fractures
expand
substantially
when
fluid
reaches
3/4
total
volume;
it
can
promote
uniform
increase
length
but
formed
easy
be
captured
at
ends
along
it,
not
form
fractures;
timing
based
percentage
clusters
with
already
formed,
being
preferred.
(3)
principal
difference
mainly
affects
direction
extension;
number
uniformity
Language: Английский
Preparation of Double-Networked Slow-Expanding Nanomicrospheres and Evaluation of Drive Modulation Performance
Qiaolin Zuo,
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Zhenzhong Fan,
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Qingwang Liu
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et al.
Molecules,
Journal Year:
2024,
Volume and Issue:
29(22), P. 5378 - 5378
Published: Nov. 14, 2024
Aiming
at
the
problem
of
excessive
swelling
conventional
microspheres
for
oilfield
use,
a
novel
amphiphilic
polymerizable
crosslinker
(AE)
was
synthesized
by
quaternary
ammonium
modification
an
unstable
using
acrylamide,
2-acrylamido-2-methylpropanesulfonic
acid
as
monomers,
N,N'-methylene
bisacrylamide
stabilizing
crosslinker,
peroxysulfate
and
sodium
bisulfite
initiator,
water
solvent
reversed
microemulsion
method.
Double-networked
nanomicrospheres
were
prepared.
The
preparation
conditions
optimized
surface
response
method,
focusing
on
effects
initiator
addition
reaction
temperature,
total
formation
nanomicrospheres.
samples
characterized
FTIR,
TGA,
laser
particle
sizer,
SEM
to
evaluate
retarded
expansion
performance
modulation
drive
performance.
results
showed
that
optimal
m(oil
phase):m(water
phase)
=
3:2,
stirring
speed
550
r/min,
crosslinking
agent
dosage
0.6%
(based
mass
hereinafter
same),
0.30%,
temperature
45
°C,
time
4
h.
Compared
with
polymer
microsphere
PAM,
PAE
slow-expanded
d
60
multiplier
about
16
times,
slow-expansion
characteristics;
blocking
rate
reached
98.3%,
oil
repulsion
73.11%,
increase
in
recovery
could
be
up
11.23%.
In
this
paper,
new
type
nanomicrosphere
material
is
investigated
realize
efficient
implementation
field
conditioning
driving.
Language: Английский
Adjustment of fracture network geometry during temporary plugging and diverting fracturing in deep coalbed methane reservoirs: An experimental study
Physics of Fluids,
Journal Year:
2024,
Volume and Issue:
36(12)
Published: Dec. 1, 2024
Deep
coalbed
methane
reservoirs
generally
exhibit
characteristics
such
as
extremely
low
permeability,
significant
heterogeneity,
high
in
situ
stress,
and
dense
geological
discontinuities.
Notably,
these
discontinuities
cleats,
bedding
planes,
natural
fractures,
mechanically
weak
significantly
contribute
to
the
creation
of
complex
tortuous
hydraulic
fracture
(HF)
networks
near
wellbore,
but
impede
propagation
HFs
far-field
region.
This
will
lead
insufficient
stimulated
reservoir
volume,
thereby
limiting
CBM
production.
Under
this
background,
a
series
physical
simulation
experiments
temporary
plugging
diverting
fracturing
(TPDF)
were
carried
out
on
large-size
coal
blocks
under
true
triaxial
stress
conditions.
Combining
high-energy
industrial
computed
tomography
scanning
technology,
first,
morphology
sample
before
TPDF
is
divided
into
two
modes.
Then,
conducted
analyze
behavior
different
Finally,
mode
tailored
for
adjusting
HF
network
geometry
deep
was
explored
innovatively.
The
effects
concentration
particle
size
agent
(TPA)
pressure
increment,
location
diversion
during
examined
particular.
Experimental
results
indicate
that
optimizing
particle-size
TPA
based
resulting
crucial
(simplifying
growth
wellbore
while
increasing
complexity
region)
conventional
(before
using
TPA).
When
created
condition
formation
with
high-dense
fractures
(NFs)
region,
small-particle-size
(e.g.,
70/140
mesh)
optimal
geometry,
it
can
effectively
plug
NFs
allow
them
continue
extending
toward
Meanwhile,
higher
beneficial
interval
closer
then
causing
networks.
long
single
generated
low-dense
NFs,
medium-particle-size
40/70
enhancing
Using
excessively
large
sizes
20/40
tends
at
their
entrances,
be
reinitiated
from
unstimulated
segment
wellbore.
study
provide
theoretical
guidance
scheme
design
reservoirs.
Language: Английский