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Troubled Cell Detection
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Laura Christine Kühle
Troubled Cell Detection
Commits
df58c32b
Commit
df58c32b
authored
3 years ago
by
Laura Christine Kühle
Browse files
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Contained number of grid cells in mesh.
parent
61e02bff
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3
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3 changed files
DG_Approximation.py
+16
-23
16 additions, 23 deletions
DG_Approximation.py
Plotting.py
+9
-14
9 additions, 14 deletions
Plotting.py
Troubled_Cell_Detector.py
+5
-10
5 additions, 10 deletions
Troubled_Cell_Detector.py
with
30 additions
and
47 deletions
DG_Approximation.py
+
16
−
23
View file @
df58c32b
...
...
@@ -16,7 +16,7 @@ TODO: Put basis initialization for plots in function -> Done
TODO: Contain cell length in mesh -> Done
TODO: Contain bounds in mesh -> Done
TODO: Contain interval length in mesh -> Done
TODO: Contain number of grid cells in mesh
TODO: Contain number of grid cells in mesh
-> Done
TODO: Create data dict for mesh separately
TODO: Create data dict for basis separately
TODO: Refactor eval_points in do_initial_projection()
...
...
@@ -161,7 +161,6 @@ class DGScheme:
# Unpack keyword arguments
self
.
_wave_speed
=
kwargs
.
pop
(
'
wave_speed
'
,
1
)
self
.
_cfl_number
=
kwargs
.
pop
(
'
cfl_number
'
,
0.2
)
self
.
_num_grid_cells
=
kwargs
.
pop
(
'
num_grid_cells
'
,
64
)
self
.
_final_time
=
kwargs
.
pop
(
'
final_time
'
,
1
)
self
.
_verbose
=
kwargs
.
pop
(
'
verbose
'
,
False
)
self
.
_history_threshold
=
kwargs
.
pop
(
'
history_threshold
'
,
...
...
@@ -175,16 +174,13 @@ class DGScheme:
self
.
_quadrature
=
kwargs
.
pop
(
'
quadrature
'
,
'
Gauss
'
)
self
.
_quadrature_config
=
kwargs
.
pop
(
'
quadrature_config
'
,
{})
self
.
_update_scheme
=
kwargs
.
pop
(
'
update_scheme
'
,
'
SSPRK3
'
)
polynomial_degree
=
kwargs
.
pop
(
'
polynomial_degree
'
,
2
)
self
.
_basis
=
OrthonormalLegendre
(
polynomial_degree
)
self
.
_basis
=
OrthonormalLegendre
(
kwargs
.
pop
(
'
polynomial_degree
'
,
2
))
# Initialize mesh with two ghost cells on each side
left_bound
=
kwargs
.
pop
(
'
left_bound
'
,
-
1
)
right_bound
=
kwargs
.
pop
(
'
right_bound
'
,
1
)
self
.
_mesh
=
Mesh
(
num_grid_cells
=
self
.
_num_grid_cells
,
num_ghost_cells
=
2
,
left_bound
=
left_bound
,
right_bound
=
right_bound
)
self
.
_mesh
=
Mesh
(
num_grid_cells
=
kwargs
.
pop
(
'
num_grid_cells
'
,
64
),
left_bound
=
kwargs
.
pop
(
'
left_bound
'
,
-
1
),
right_bound
=
kwargs
.
pop
(
'
right_bound
'
,
1
),
num_ghost_cells
=
2
)
print
(
len
(
self
.
_mesh
.
cells
))
print
(
type
(
self
.
_mesh
.
cells
))
...
...
@@ -219,12 +215,12 @@ class DGScheme:
config
=
self
.
_quadrature_config
)
self
.
_detector
=
getattr
(
Troubled_Cell_Detector
,
self
.
_detector
)(
config
=
self
.
_detector_config
,
mesh
=
self
.
_mesh
,
wave_speed
=
self
.
_wave_speed
,
num_grid_cells
=
self
.
_num_grid_cells
,
final_time
=
self
.
_final_time
,
basis
=
self
.
_basis
,
init_cond
=
self
.
_init_cond
,
quadrature
=
self
.
_quadrature
)
wave_speed
=
self
.
_wave_speed
,
final_time
=
self
.
_final_time
,
basis
=
self
.
_basis
,
init_cond
=
self
.
_init_cond
,
quadrature
=
self
.
_quadrature
)
self
.
_update_scheme
=
getattr
(
Update_Scheme
,
self
.
_update_scheme
)(
polynomial_degree
=
polynomial_degree
,
num_grid_cells
=
self
.
_num_grid_cells
,
detector
=
self
.
_detector
,
polynomial_degree
=
self
.
_basis
.
polynomial_degree
,
num_grid_cells
=
self
.
_
mesh
.
num_grid_cells
,
detector
=
self
.
_detector
,
limiter
=
self
.
_limiter
)
def
approximate
(
self
,
data_file
):
...
...
@@ -244,8 +240,7 @@ class DGScheme:
"""
projection
=
do_initial_projection
(
initial_condition
=
self
.
_init_cond
,
mesh
=
self
.
_mesh
,
basis
=
self
.
_basis
,
quadrature
=
self
.
_quadrature
,
num_grid_cells
=
self
.
_num_grid_cells
)
basis
=
self
.
_basis
,
quadrature
=
self
.
_quadrature
)
time_step
=
abs
(
self
.
_cfl_number
*
self
.
_mesh
.
cell_len
/
self
.
_wave_speed
)
...
...
@@ -324,7 +319,7 @@ class DGScheme:
projection
=
do_initial_projection
(
initial_condition
=
initial_condition
,
mesh
=
self
.
_mesh
,
basis
=
self
.
_basis
,
quadrature
=
self
.
_quadrature
,
num_grid_cells
=
self
.
_num_grid_cells
,
adjustment
=
adjustment
)
adjustment
=
adjustment
)
return
self
.
_basis
.
calculate_cell_average
(
projection
=
projection
[:,
1
:
-
1
],
stencil_length
=
stencil_length
,
...
...
@@ -332,7 +327,7 @@ class DGScheme:
def
do_initial_projection
(
initial_condition
,
mesh
,
basis
,
quadrature
,
num_grid_cells
,
adjustment
=
0
):
adjustment
=
0
):
"""
Calculates initial projection.
Calculates a projection at time step 0 and adds ghost cells on both
...
...
@@ -348,8 +343,6 @@ def do_initial_projection(initial_condition, mesh, basis, quadrature,
Basis used for calculation.
quadrature: Quadrature object
Quadrature used for evaluation.
num_grid_cells : int
Number of cells in the mesh. Usually exponential of 2.
adjustment: float, optional
Extent of adjustment of each evaluation point in x-direction.
Default: 0.
...
...
@@ -365,7 +358,7 @@ def do_initial_projection(initial_condition, mesh, basis, quadrature,
output_matrix
=
[
0
]
basis_vector
=
basis
.
basis
for
cell
in
range
(
num_grid_cells
):
for
cell
in
range
(
mesh
.
num_grid_cells
):
new_row
=
[]
eval_point
=
mesh
.
bounds
[
0
]
+
(
cell
+
0.5
)
*
mesh
.
cell_len
...
...
@@ -382,7 +375,7 @@ def do_initial_projection(initial_condition, mesh, basis, quadrature,
output_matrix
.
append
(
basis
.
inverse_mass_matrix
@
new_row
)
# Set ghost cells to respective value
output_matrix
[
0
]
=
output_matrix
[
num_grid_cells
]
output_matrix
[
0
]
=
output_matrix
[
mesh
.
num_grid_cells
]
output_matrix
.
append
(
output_matrix
[
1
])
# print(np.array(output_matrix).shape)
...
...
This diff is collapsed.
Click to expand it.
Plotting.py
+
9
−
14
View file @
df58c32b
...
...
@@ -125,8 +125,8 @@ def plot_shock_tube(num_grid_cells: int, troubled_cell_history: list,
def
plot_details
(
fine_projection
:
ndarray
,
fine_mesh
:
Mesh
,
basis
:
Basis
,
coarse_projection
:
ndarray
,
multiwavelet_coeffs
:
ndarray
,
num_coarse_grid_cells
:
int
)
->
None
:
coarse_projection
:
ndarray
,
multiwavelet_coeffs
:
ndarray
)
->
None
:
"""
Plots details of projection to coarser mesh.
Parameters
...
...
@@ -139,11 +139,9 @@ def plot_details(fine_projection: ndarray, fine_mesh: Mesh, basis: Basis,
Basis used for calculation.
multiwavelet_coeffs : ndarray
Matrix of multiwavelet coefficients.
num_coarse_grid_cells : int
Number of cells in the coarse mesh (half the cells of the fine mesh).
Usually exponential of 2.
"""
num_coarse_grid_cells
=
len
(
coarse_projection
[
0
])
averaged_projection
=
[[
coarse_projection
[
degree
][
cell
]
*
basis
.
basis
[
degree
].
subs
(
x
,
value
)
for
cell
in
range
(
num_coarse_grid_cells
)
...
...
@@ -369,8 +367,8 @@ def plot_approximation_results(data_file: str, directory: str, plot_name: str,
def
plot_results
(
projection
:
ndarray
,
troubled_cell_history
:
list
,
time_history
:
list
,
mesh
:
Mesh
,
num_grid_cells
:
in
t
,
wave_speed
:
float
,
final_time
:
float
,
basis
:
Basis
,
time_history
:
list
,
mesh
:
Mesh
,
wave_speed
:
floa
t
,
final_time
:
float
,
basis
:
Basis
,
quadrature
:
Quadrature
,
init_cond
:
InitialCondition
,
colors
:
dict
=
None
,
coarse_projection
:
ndarray
=
None
,
multiwavelet_coeffs
:
ndarray
=
None
)
->
None
:
...
...
@@ -392,8 +390,6 @@ def plot_results(projection: ndarray, troubled_cell_history: list,
List of value of each time step.
mesh : Mesh
Mesh for calculation.
num_grid_cells : int
Number of cells in the mesh. Usually exponential of 2.
wave_speed : float
Speed of wave in rightward direction.
final_time : float
...
...
@@ -419,7 +415,7 @@ def plot_results(projection: ndarray, troubled_cell_history: list,
colors
=
_check_colors
(
colors
)
# Plot troubled cells
plot_shock_tube
(
num_grid_cells
,
troubled_cell_history
,
time_history
)
plot_shock_tube
(
mesh
.
num_grid_cells
,
troubled_cell_history
,
time_history
)
# Determine exact and approximate solution
grid
,
exact
=
calculate_exact_solution
(
...
...
@@ -430,7 +426,7 @@ def plot_results(projection: ndarray, troubled_cell_history: list,
# Plot multiwavelet solution (fine and coarse grid)
if
coarse_projection
is
not
None
:
coarse_mesh
=
Mesh
(
num_grid_cells
=
num_grid_cells
//
2
,
coarse_mesh
=
Mesh
(
num_grid_cells
=
mesh
.
num_grid_cells
//
2
,
num_ghost_cells
=
1
,
left_bound
=
mesh
.
bounds
[
0
],
right_bound
=
mesh
.
bounds
[
1
])
...
...
@@ -445,9 +441,8 @@ def plot_results(projection: ndarray, troubled_cell_history: list,
colors
[
'
coarse_approx
'
])
# Plot multiwavelet details
num_coarse_grid_cells
=
num_grid_cells
//
2
plot_details
(
projection
[:,
1
:
-
1
],
mesh
,
basis
,
coarse_projection
,
multiwavelet_coeffs
,
num_coarse_grid_cells
)
multiwavelet_coeffs
)
plot_solution_and_approx
(
grid
,
exact
,
approx
,
colors
[
'
fine_exact
'
],
...
...
@@ -469,7 +464,7 @@ def plot_results(projection: ndarray, troubled_cell_history: list,
plot_error
(
grid
,
exact
,
approx
)
print
(
'
p =
'
,
basis
.
polynomial_degree
)
print
(
'
N =
'
,
num_grid_cells
)
print
(
'
N =
'
,
mesh
.
num_grid_cells
)
print
(
'
maximum error =
'
,
max_error
)
...
...
This diff is collapsed.
Click to expand it.
Troubled_Cell_Detector.py
+
5
−
10
View file @
df58c32b
...
...
@@ -30,7 +30,7 @@ class TroubledCellDetector(ABC):
"""
def
__init__
(
self
,
config
,
init_cond
,
quadrature
,
basis
,
mesh
,
wave_speed
=
1
,
num_grid_cells
=
64
,
final_time
=
1
):
wave_speed
=
1
,
final_time
=
1
):
"""
Initializes TroubledCellDetector.
Parameters
...
...
@@ -47,15 +47,12 @@ class TroubledCellDetector(ABC):
Mesh for calculation.
wave_speed : float, optional
Speed of wave in rightward direction. Default: 1.
num_grid_cells : int, optional
Number of cells in the mesh. Usually exponential of 2. Default: 64.
final_time : float, optional
Final time for which approximation is calculated. Default: 1.
"""
self
.
_mesh
=
mesh
self
.
_wave_speed
=
wave_speed
self
.
_num_grid_cells
=
num_grid_cells
self
.
_final_time
=
final_time
self
.
_basis
=
basis
self
.
_init_cond
=
init_cond
...
...
@@ -91,14 +88,12 @@ class TroubledCellDetector(ABC):
pass
def
create_data_dict
(
self
,
projection
):
left_bound
,
right_bound
=
self
.
_mesh
.
bounds
return
{
'
projection
'
:
projection
,
'
wave_speed
'
:
self
.
_wave_speed
,
'
num_grid_cells
'
:
self
.
_num_grid_cells
,
'
final_time
'
:
self
.
_final_time
,
'
basis
'
:
{
'
polynomial_degree
'
:
self
.
_basis
.
polynomial_degree
},
'
mesh
'
:
{
'
num_grid_cells
'
:
self
.
_num_grid_cells
,
'
left_bound
'
:
left_
bound
,
'
right_bound
'
:
right_
bound
,
'
mesh
'
:
{
'
num_grid_cells
'
:
self
.
_
mesh
.
num_grid_cells
,
'
left_bound
'
:
self
.
_mesh
.
bound
s
[
0
]
,
'
right_bound
'
:
self
.
_mesh
.
bound
s
[
1
]
,
'
num_ghost_cells
'
:
2
}
}
...
...
@@ -234,7 +229,7 @@ class WaveletDetector(TroubledCellDetector):
super
().
_reset
(
config
)
# Set additional necessary parameter
self
.
_num_coarse_grid_cells
=
self
.
_num_grid_cells
//
2
self
.
_num_coarse_grid_cells
=
self
.
_
mesh
.
num_grid_cells
//
2
self
.
_wavelet_projection_left
,
self
.
_wavelet_projection_right
\
=
self
.
_basis
.
multiwavelet_projection
...
...
This diff is collapsed.
Click to expand it.
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