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DataAssimilation
DART-WRF
Commits
397994c0
Commit
397994c0
authored
3 years ago
by
lkugler
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fix + cleanup
parent
c5e58e2c
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2
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2 changed files
config/cfg.py
+21
-15
21 additions, 15 deletions
config/cfg.py
scheduler.py
+21
-47
21 additions, 47 deletions
scheduler.py
with
42 additions
and
62 deletions
config/cfg.py
+
21
−
15
View file @
397994c0
...
...
@@ -2,39 +2,39 @@ import numpy as np
from
config
import
clusters
# from . = problem in archivedir
cluster
=
clusters
.
vsc
# change cluster configuration here
class
ExperimentConfiguration
(
object
):
def
__init__
(
self
):
pass
exp
=
ExperimentConfiguration
()
exp
.
expname
=
"
exp_v1.1
8_P1_nature
"
exp
.
expname
=
"
exp_v1.1
9_wb-random_Radar
"
exp
.
model_dx
=
2000
exp
.
n_ens
=
4
exp
.
n_nodes
=
1
exp
.
n_ens
=
4
0
exp
.
n_nodes
=
1
0
#exp.nature_wrfout = '/home/fs71386/lkugler/data/sim_archive/exp_v1.17_P1_nature/2008-07-30_06:00/1/wrfout_d01_%Y-%m-%d_%H:%M:%S'
exp
.
input_profile
=
'
/home/fs71386/lkugler/wrf_profiles/data/wrf/ens/2021-05-04/raso.nat.<iens>.wrfprof
'
#exp.input_profile = '/home/fs71386/lkugler/wrf_profiles/data/wrf/ens/2021-05-04/raso.fc.<iens>.wrfprof'
exp
.
nature_wrfout
=
'
/home/fs71386/lkugler/data/sim_archive/exp_v1.19_Pwbub5_nat/2008-07-30_12:00/1/wrfout_d01_%Y-%m-%d_%H:%M:%S
'
#exp.input_profile = '/home/fs71386/lkugler/wrf_profiles/data/wrf/ens/2021-05-04/raso.nat.001.wrfprof'
#exp.input_profile = '/home/fs71386/lkugler/wrf_profiles/data/wrf/ens/2021-05-04/raso.nat.<iens>.wrfprof'
exp
.
input_profile
=
'
/home/fs71386/lkugler/wrf_profiles/data/wrf/ens/2021-05-04/raso.fc.<iens>.wrfprof
'
#exp.input_profile = '/home/fs71386/lkugler/wrf_profiles/data/wrf/ens/improved_pert10/raso.fc.<iens>.wrfprof'
# localize vertically, if it has a vertical position
# needs a horizontal scale too, to calculate the vertical normalization
# since you can not specify different vertical localizations for diff. variables
exp
.
cov_loc_vert_km_horiz_km
=
(
2
,
2
0
)
exp
.
cov_loc_vert_km_horiz_km
=
(
1
,
3
0
)
n_obs
=
961
#121: 30km, 256:16x16 (20km); 961: 10km resoltn # radar: n_obs for each observation height level
vis
=
dict
(
plotname
=
'
VIS 0.6µm
'
,
plotunits
=
'
[1]
'
,
kind
=
'
MSG_4_SEVIRI_BDRF
'
,
sat_channel
=
1
,
n_obs
=
n_obs
,
error_generate
=
0.03
,
error_assimilate
=
0.06
,
cov_loc_radius_km
=
2
0
)
cov_loc_radius_km
=
3
0
)
wv73
=
dict
(
plotname
=
'
Brightness temperature WV 7.3µm
'
,
plotunits
=
'
[K]
'
,
kind
=
'
MSG_4_SEVIRI_TB
'
,
sat_channel
=
6
,
n_obs
=
n_obs
,
error_generate
=
1.
,
error_assimilate
=
False
,
cov_loc_radius_km
=
2
0
)
cov_loc_radius_km
=
3
0
)
ir108
=
dict
(
plotname
=
'
Brightness temperature IR 10.8µm
'
,
plotunits
=
'
[K]
'
,
kind
=
'
MSG_4_SEVIRI_TB
'
,
sat_channel
=
9
,
n_obs
=
n_obs
,
...
...
@@ -44,8 +44,14 @@ ir108 = dict(plotname='Brightness temperature IR 10.8µm', plotunits='[K]',
radar
=
dict
(
plotname
=
'
Radar reflectivity
'
,
plotunits
=
'
[dBz]
'
,
kind
=
'
RADAR_REFLECTIVITY
'
,
n_obs
=
n_obs
,
error_generate
=
2.5
,
error_assimilate
=
5.
,
heights
=
np
.
arange
(
2000
,
14001
,
2000
),
cov_loc_radius_km
=
20
)
heights
=
np
.
arange
(
1000
,
15001
,
1000
),
cov_loc_radius_km
=
10
)
t
=
dict
(
plotname
=
'
Temperature
'
,
plotunits
=
'
[K]
'
,
kind
=
'
RADIOSONDE_TEMPERATURE
'
,
n_obs
=
n_obs
,
error_generate
=
0.2
,
error_assimilate
=
0.4
,
heights
=
np
.
arange
(
1000
,
15001
,
500
),
cov_loc_radius_km
=
15
)
t2m
=
dict
(
plotname
=
'
SYNOP Temperature
'
,
plotunits
=
'
[K]
'
,
kind
=
'
SYNOP_TEMPERATURE
'
,
n_obs
=
n_obs
,
...
...
@@ -58,9 +64,9 @@ psfc = dict(plotname='SYNOP Pressure', plotunits='[dBz]',
cov_loc_radius_km
=
32
)
exp
.
observations
=
[
]
#wv73] #
radar] # 108, wv73, vis]
exp
.
observations
=
[
radar
]
# 108, wv73, vis]
#exp.update_vars = ['T', 'QVAPOR', 'QCLOUD', 'QICE','CLDFRA']
exp
.
update_vars
=
[
'
U
'
,
'
V
'
,
'
T
'
,
'
PH
'
,
'
MU
'
,
'
QVAPOR
'
,
'
QCLOUD
'
,
'
QICE
'
,
'
TSK
'
,
'
CLDFRA
'
]
exp
.
update_vars
=
[
'
U
'
,
'
V
'
,
'
T
'
,
'
PH
'
,
'
MU
'
,
'
QVAPOR
'
,
'
QCLOUD
'
,
'
QICE
'
,
'
CLDFRA
'
]
# directory paths depend on the name of the experiment
cluster
.
expname
=
exp
.
expname
This diff is collapsed.
Click to expand it.
scheduler.py
+
21
−
47
View file @
397994c0
...
...
@@ -68,19 +68,6 @@ done
id
=
s
.
run
(
cmd
,
depends_on
=
[
depends_on
])
return
id
def
update_wrfinput_from_archive
(
valid_time
,
background_init_time
,
exppath
,
depends_on
=
None
):
"""
Given that directories with wrfinput files exist,
update these wrfinput files according to wrfout files
"""
s
=
my_Slurm
(
"
upd_wrfinput
"
,
cfg_update
=
{
"
time
"
:
"
5
"
})
# path of initial conditions, <iens> is replaced by member index
IC_path
=
exppath
+
background_init_time
.
strftime
(
'
/%Y-%m-%d_%H:%M/
'
)
\
+
'
*iens*/
'
+
valid_time
.
strftime
(
'
/wrfout_d01_%Y-%m-%d_%H:%M:%S
'
)
id
=
s
.
run
(
cluster
.
python
+
'
'
+
cluster
.
scripts_rundir
+
'
/update_wrfinput_from_wrfout.py
'
+
IC_path
,
depends_on
=
[
depends_on
])
return
id
def
wrfinput_insert_wbubble
(
perturb
=
True
,
depends_on
=
None
):
"""
Given that directories with wrfinput files exist,
update these wrfinput files with warm bubbles
...
...
@@ -166,7 +153,7 @@ def run_ENS(begin, end, depends_on=None, first_minute=True,
def
assimilate
(
assim_time
,
prior_init_time
,
prior_valid_time
,
prior_path_exp
,
input_is_restart
=
True
,
depends_on
=
None
):
depends_on
=
None
):
"""
Creates observations from a nature run and assimilates them.
Args:
...
...
@@ -190,16 +177,16 @@ def assimilate(assim_time, prior_init_time, prior_valid_time, prior_path_exp,
def
prepare_IC_from_prior
(
prior_path_exp
,
prior_init_time
,
prior_valid_time
,
depends_on
=
None
):
id
=
my_Slurm
(
"
IC-prior
"
,
cfg_update
=
dict
(
time
=
"
8
"
)
).
run
(
cluster
.
python
+
'
'
+
cluster
.
scripts_rundir
+
'
/prep_IC_prior.py
'
+
assim_time
.
strftime
(
'
%Y-%m-%d_%H:%M
'
)
+
prior_init_time
.
strftime
(
'
%Y-%m-%d_%H:%M
'
)
+
prior_
path_exp
,
depends_on
=
[
i
d
])
+
prior_path_exp
+
prior_init_time
.
strftime
(
'
%Y-%m-%d_%H:%M
'
)
+
prior_
valid_time
.
strftime
(
'
%Y-%m-%d_%H:%M
'
)
,
depends_on
=
[
d
epends_on
])
return
id
def
update_IC_from_DA
(
assim_time
):
def
update_IC_from_DA
(
assim_time
,
depends_on
=
None
):
id
=
my_Slurm
(
"
IC-update
"
,
cfg_update
=
dict
(
time
=
"
8
"
)
).
run
(
cluster
.
python
+
'
'
+
cluster
.
scripts_rundir
+
'
/update_IC.py
'
+
assim_time
.
strftime
(
'
%Y-%m-%d_%H:%M
'
),
depends_on
=
[
i
d
])
+
assim_time
.
strftime
(
'
%Y-%m-%d_%H:%M
'
),
depends_on
=
[
d
epends_on
])
return
id
...
...
@@ -251,31 +238,18 @@ if __name__ == "__main__":
is_new_run
=
not
start_from_existing_state
init_time
=
dt
.
datetime
(
2008
,
7
,
30
,
12
)
id
=
prepare_WRFrundir
(
init_time
)
if
is_new_run
:
id
=
run_ideal
(
depends_on
=
id
)
id
=
wrfinput_insert_wbubble
(
depends_on
=
id
)
time
=
dt
.
datetime
(
2008
,
7
,
30
,
13
)
# spin up the ensemble
integration_end_time
=
dt
.
datetime
(
2008
,
7
,
30
,
14
)
id
=
run_ENS
(
begin
=
init_time
,
end
=
integration_end_time
,
first_minute
=
False
,
depends_on
=
id
)
prior_path_exp
=
False
# for next assimilation
elif
start_from_existing_state
:
#prior_path_exp = cluster.archivedir #
#prior_path_exp = '/gpfs/data/fs71386/lkugler/sim_archive/exp_v1.18_Pwbub-1-ensprof_40mem_rst'
prior_path_exp
=
'
/gpfs/data/fs71386/lkugler/sim_archive/exp_v1.19_P1_noDA
'
#id = update_wrfinput_from_archive(integration_end_time, init_time, prior_path_exp, depends_on=id)
#id = wrfinput_insert_wbubble(depends_on=id)
id
=
prepare_IC_from_prior
(
prior_path_exp
,
prior_init_time
,
prior_valid_time
,
depends_on
=
id
)
id
=
prepare_WRFrundir
(
init_time
)
# values for assimilation
time
=
dt
.
datetime
(
2008
,
7
,
30
,
13
)
#prior_path_exp = cluster.archivedir #
#prior_path_exp = '/gpfs/data/fs71386/lkugler/sim_archive/exp_v1.18_Pwbub-1-ensprof_40mem_rst'
prior_path_exp
=
'
/gpfs/data/fs71386/lkugler/sim_archive/exp_v1.19_P1_noDA
'
#id = wrfinput_insert_wbubble(depends_on=id)
prior_init_time
=
init_time
prior_valid_time
=
time
id
=
prepare_IC_from_prior
(
prior_path_exp
,
prior_init_time
,
prior_valid_time
,
depends_on
=
id
)
while
time
<=
dt
.
datetime
(
2008
,
7
,
30
,
14
):
...
...
@@ -286,9 +260,6 @@ if __name__ == "__main__":
id
=
assimilate
(
time
,
prior_init_time
,
prior_valid_time
,
prior_path_exp
,
depends_on
=
id
)
# after first assimilation, we can use own exp path as prior
prior_path_exp
=
cluster
.
archivedir
# 1) Set posterior = prior
id
=
prepare_IC_from_prior
(
prior_path_exp
,
prior_init_time
,
prior_valid_time
,
depends_on
=
id
)
...
...
@@ -297,7 +268,7 @@ if __name__ == "__main__":
# How long shall we integrate?
timedelta_integrate
=
timedelta_btw_assim
if
this_forecast_init
.
minute
in
[
0
,]:
# longer forecast every full hour
if
time
==
dt
.
datetime
(
2008
,
7
,
30
,
14
):
#
this_forecast_init.minute in [0,]: # longer forecast every full hour
timedelta_integrate
=
dt
.
timedelta
(
hours
=
3
)
# 3) Run WRF ensemble
...
...
@@ -306,8 +277,11 @@ if __name__ == "__main__":
restart_path
=
cluster
.
archivedir
+
prior_init_time
.
strftime
(
'
/%Y-%m-%d_%H:%M/
'
),
output_restart_interval
=
timedelta_btw_assim
.
total_seconds
()
/
60
,
depends_on
=
id
)
create_satimages
(
this_forecast_init
,
depends_on
=
id
)
# as we have WRF output, we can use own exp path as prior
prior_path_exp
=
cluster
.
archivedir
create_satimages
(
time
,
depends_on
=
id
)
# increment time
time
+=
timedelta_btw_assim
...
...
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