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DataAssimilation
DART-WRF
Commits
56961168
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Commit
56961168
authored
3 years ago
by
lkugler
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horizontal shift of initial field
parent
76e98905
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1 changed file
dartwrf/create_wbubble_wrfinput.py
+46
-11
46 additions, 11 deletions
dartwrf/create_wbubble_wrfinput.py
with
46 additions
and
11 deletions
dartwrf/create_wbubble_wrfinput.py
+
46
−
11
View file @
56961168
import
os
,
sys
,
shutil
import
os
,
sys
,
shutil
from
re
import
U
import
datetime
as
dt
import
datetime
as
dt
import
numpy
as
np
import
numpy
as
np
...
@@ -9,15 +10,19 @@ dx_km = 2
...
@@ -9,15 +10,19 @@ dx_km = 2
cr
=
15
# km horizontal relaxation distance
cr
=
15
# km horizontal relaxation distance
cz
=
2000
# meters vertical relaxation distance
cz
=
2000
# meters vertical relaxation distance
perturbations
=
False
args
=
sys
.
argv
[
1
:]
if
len
(
sys
.
argv
)
>
1
:
if
'
perturb
'
==
sys
.
argv
[
1
]:
perturbations
=
True
print
(
'
perturb wbubble =
'
,
perturbations
)
for
iens
in
range
(
1
,
exp
.
n_ens
+
1
):
if
'
plot
'
in
args
:
import
matplotlib.pyplot
as
plt
fig
,
ax
=
plt
.
subplots
(
figsize
=
(
5
,
5
))
perturbations
=
True
if
'
perturb
'
in
args
else
False
print
(
'
update state in wrfinput wrfout file to DART background file
'
)
print
(
'
update state in wrfinput wrfout file to DART background file
'
)
print
(
'
perturb wbubble =
'
,
perturbations
)
for
iens
in
range
(
1
,
exp
.
n_ens
+
1
):
print
(
'
iens
'
,
iens
)
wrfin
=
cluster
.
wrf_rundir
(
iens
)
+
'
/wrfinput_d01
'
wrfin
=
cluster
.
wrf_rundir
(
iens
)
+
'
/wrfinput_d01
'
# insert wbubble
# insert wbubble
...
@@ -31,8 +36,8 @@ for iens in range(1, exp.n_ens+1):
...
@@ -31,8 +36,8 @@ for iens in range(1, exp.n_ens+1):
z
=
z
[:,
np
.
newaxis
,
np
.
newaxis
]
z
=
z
[:,
np
.
newaxis
,
np
.
newaxis
]
if
perturbations
:
if
perturbations
:
cx
=
(
85
+
3
0
*
np
.
random
.
rand
())
*
dx_km
cx
=
(
70
+
6
0
*
np
.
random
.
rand
())
*
dx_km
cy
=
(
85
+
3
0
*
np
.
random
.
rand
())
*
dx_km
cy
=
(
70
+
6
0
*
np
.
random
.
rand
())
*
dx_km
else
:
else
:
cx
=
100
*
dx_km
cx
=
100
*
dx_km
cy
=
100
*
dx_km
cy
=
100
*
dx_km
...
@@ -44,9 +49,39 @@ for iens in range(1, exp.n_ens+1):
...
@@ -44,9 +49,39 @@ for iens in range(1, exp.n_ens+1):
xx
,
yy
=
np
.
meshgrid
(
dx
,
dy
)
xx
,
yy
=
np
.
meshgrid
(
dx
,
dy
)
dr
=
np
.
sqrt
(
xx
**
2
+
yy
**
2
)[
np
.
newaxis
,
:,
:]
dr
=
np
.
sqrt
(
xx
**
2
+
yy
**
2
)[
np
.
newaxis
,
:,
:]
pert
=
4
*
np
.
exp
(
-
(
dr
/
cr
)
**
2
)
*
np
.
exp
(
-
(
z
/
cz
)
**
2
)
amplitude
=
3
if
perturbations
:
amplitude
+=
np
.
random
.
rand
()
*
2
-
1
# Uniformly random +/- 1 K
increment
=
amplitude
*
np
.
exp
(
-
(
dr
/
cr
)
**
2
)
*
np
.
exp
(
-
(
z
/
cz
)
**
2
)
# now perturbations are centered in domain
# to shift it in direction NW
shift
=
50
incr2
=
increment
.
copy
()
*
0.
incr2
[:,
:
-
shift
,
:
-
shift
]
=
increment
[:,
shift
:,
shift
:]
# main area
incr2
[:,
-
shift
:,
:
-
shift
]
=
increment
[:,
:
shift
,
shift
:]
# lower part
incr2
[:,
:
-
shift
,
-
shift
:]
=
increment
[:,
shift
:,
:
shift
]
# right part
incr2
[:,
-
shift
:,
-
shift
:]
=
increment
[:,
:
shift
,
:
shift
]
# bottom right corner
ds
.
variables
[
'
T
'
][
0
,...]
+=
pert
if
'
plot
'
in
args
:
ds
.
variables
[
'
THM
'
][
0
,...]
+=
pert
pdata
=
incr2
[
0
,:,:]
# select lowest level
pdata
=
pdata
-
pdata
.
min
()
c
=
next
(
ax
.
_get_lines
.
prop_cycler
)[
'
color
'
]
ax
.
contour
(
pdata
,
levels
=
[
2.
,],
linewidths
=
1
,
colors
=
[
c
],
zorder
=
3
)
ax
.
contour
(
pdata
,
levels
=
[
1.
,],
linewidths
=
0.5
,
colors
=
[
c
],
zorder
=
3
)
ds
.
variables
[
'
T
'
][
0
,...]
+=
incr2
ds
.
variables
[
'
THM
'
][
0
,...]
+=
incr2
print
(
wrfin
,
'
wbubble inserted.
'
)
print
(
wrfin
,
'
wbubble inserted.
'
)
if
'
plot
'
in
args
:
ax
.
set_aspect
(
1
)
ax
.
plot
([],
[],
color
=
'
k
'
,
lw
=
1
,
label
=
'
+2 K perturbation
'
)
ax
.
plot
([],
[],
color
=
'
k
'
,
lw
=
0.5
,
label
=
'
+1 K perturbation
'
)
ax
.
legend
()
fout
=
'
/home/fs71386/lkugler/data/analysis/
'
+
exp
.
expname
+
'
/shiftedbubbles.png
'
os
.
makedirs
(
os
.
path
.
dirname
(
fout
),
exist_ok
=
True
)
fig
.
savefig
(
fout
,
dpi
=
200
)
print
(
fout
,
'
saved.
'
)
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