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Tom Rink
python
Commits
5c307bd9
Commit
5c307bd9
authored
4 years ago
by
tomrink
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modules/amv/intercompare.py
+71
-44
71 additions, 44 deletions
modules/amv/intercompare.py
with
71 additions
and
44 deletions
modules/amv/intercompare.py
+
71
−
44
View file @
5c307bd9
...
...
@@ -1032,7 +1032,7 @@ def best_fit(amv_spd, amv_dir, amv_prs, amv_lat, amv_lon, fcst_spd, fcst_dir, fc
print
(
'
Pressure Profile:
'
)
print
(
fcst_prs
)
if
(
abs
(
SatwindBestFitU
-
amv_uwind
)
>
4.0
)
or
(
abs
(
SatwindBestFitV
-
amv_vwind
)
>
4.0
):
if
(
abs
(
SatwindBestFitU
-
amv_uwind
)
>
4.0
)
or
(
abs
(
SatwindBestFitV
-
amv_vwind
)
>
4.0
):
print
(
'
U Diff: {0}
'
.
format
(
abs
(
SatwindBestFitU
-
amv_uwind
)))
print
(
'
V Diff: {0}
'
.
format
(
abs
(
SatwindBestFitV
-
amv_vwind
)))
...
...
@@ -1041,17 +1041,16 @@ def best_fit(amv_spd, amv_dir, amv_prs, amv_lat, amv_lon, fcst_spd, fcst_dir, fc
return
bf_data
def
best_fit_altitude
(
amv_spd
,
amv_dir
,
amv_alt
,
amv_lat
,
amv_lon
,
fcst_spd
,
fcst_dir
,
fcst_alt
,
test_a
=
True
,
test_b
=
True
):
def
best_fit_altitude
(
amv_spd
,
amv_dir
,
amv_alt
,
amv_lat
,
amv_lon
,
fcst_spd
,
fcst_dir
,
fcst_alt
,
alt_top
=
25000.0
,
alt_bot
=
0.0
):
verbose
=
False
fcst_num_levels
=
fcst_spd
.
shape
[
0
]
alt_diff
=
1000.0
alt_top
=
20000.0
alt_bot
=
0
alt_diff_test
=
500.0
flag
=
3
bf_tup
=
(
None
,
None
,
None
,
flag
)
bf_tup
=
(
np
.
nan
,
np
.
nan
,
np
.
nan
,
flag
)
if
amv_alt
>
alt_top
:
if
verbose
:
print
(
'
AMV location lat,lon,lat ({0},{1},{2}) is higher than max altitude {3}
'
.
format
(
amv_lat
,
amv_lon
,
amv_alt
,
alt_top
))
...
...
@@ -1063,7 +1062,7 @@ def best_fit_altitude(amv_spd, amv_dir, amv_alt, amv_lat, amv_lon, fcst_spd, fcs
# 1d array of indices to consider for best fit height
kk
=
np
.
where
((
fcst_alt
>
alt_min
)
&
(
fcst_alt
<
alt_max
))
if
len
(
kk
[
0
]
)
==
0
:
if
kk
[
0
]
.
size
==
0
:
if
verbose
:
print
(
'
AMV location lat,lon,alt ({0},{1},{2}) failed to find fcst alt around AMV
'
.
format
(
amv_lat
,
amv_lon
,
amv_alt
))
return
bf_tup
...
...
@@ -1085,7 +1084,7 @@ def best_fit_altitude(amv_spd, amv_dir, amv_alt, amv_lat, amv_lon, fcst_spd, fcs
# Find the model level of best-fit pressure, from the minimum vector difference.
min_vec_diff
=
min
(
vec_diff
[
kk
])
imin
=
np
.
where
(
vec_diff
==
min_vec_diff
)
if
len
(
imin
[
0
]
)
==
0
:
if
imin
[
0
]
.
size
==
0
:
if
verbose
:
print
(
'
AMV location lat,lon,alt ({0},{1},{2}) failed to find min vector difference in layers around AMV
'
.
format
(
amv_lat
,
amv_lon
,
amv_alt
))
return
bf_tup
...
...
@@ -1093,49 +1092,77 @@ def best_fit_altitude(amv_spd, amv_dir, amv_alt, amv_lat, amv_lon, fcst_spd, fcs
imin
=
imin
[
0
][
0
]
imin
=
kk
[
0
][
imin
]
if
imin
==
fcst_num_levels
-
1
:
if
verbose
:
print
(
'
AMV location lat,lon,alt ({0},{1},{2}) failed to find min vector difference in layers around AMV
'
.
format
(
amv_lat
,
amv_lon
,
amv_alt
))
return
bf_tup
a2
=
fcst_alt
[
imin
]
v2
=
vec_diff
[
imin
]
if
imin
==
0
:
return
bf_tup
a2
=
fcst_alt
[
imin
]
v2
=
vec_diff
[
imin
]
a1
=
fcst_alt
[
imin
-
1
]
v2
=
vec_diff
[
imin
-
1
]
a3
=
fcst_alt
[
imin
+
1
]
v3
=
vec_diff
[
imin
+
1
]
sat_wind_best_fit_alt
=
a2
sat_wind_best_fit_u
=
fcst_uwind
[
imin
]
sat_wind_best_fit_v
=
fcst_vwind
[
imin
]
if
imin
==
0
or
imin
==
(
fcst_num_levels
-
1
):
if
verbose
:
print
(
'
AMV location lat,lon,alt ({0},{1},{2}) min vector difference at top/bottom
'
.
format
(
amv_lat
,
amv_lon
,
amv_alt
))
else
:
a1
=
fcst_alt
[
imin
-
1
]
v1
=
vec_diff
[
imin
-
1
]
a3
=
fcst_alt
[
imin
+
1
]
v3
=
vec_diff
[
imin
+
1
]
# check not co-linear
if
a1
!=
a2
and
a2
!=
a3
:
sat_wind_best_fit_alt
=
minimize_quadratic
(
a1
,
a2
,
a3
,
v1
,
v2
,
v3
)
if
sat_wind_best_fit_alt
<
a1
or
sat_wind_best_fit_alt
>
a3
:
sat_wind_best_fit_alt
=
a2
# Find best fit U and V by linear interpolation:
if
a2
!=
sat_wind_best_fit_alt
:
if
a2
<
sat_wind_best_fit_alt
:
lev_below
=
imin
lev_above
=
imin
+
1
prop
=
(
sat_wind_best_fit_alt
-
a2
)
/
(
a3
-
a2
)
else
:
lev_below
=
imin
-
1
lev_above
=
imin
prop
=
(
sat_wind_best_fit_alt
-
a1
)
/
(
a2
-
a1
)
sat_wind_best_fit_u
=
fcst_uwind
[
lev_below
]
*
(
1.0
-
prop
)
+
fcst_uwind
[
lev_above
]
*
prop
sat_wind_best_fit_v
=
fcst_vwind
[
lev_below
]
*
(
1.0
-
prop
)
+
fcst_vwind
[
lev_above
]
*
prop
# check contraints
good_constraint
=
1
vdiff
=
np
.
sqrt
((
amv_uwind
-
sat_wind_best_fit_u
)
**
2
+
(
amv_vwind
-
sat_wind_best_fit_v
)
**
2
)
if
vdiff
>
4.0
:
good_constraint
=
0
flag
=
2
mm
=
np
.
where
(
fcst_alt
>
(
sat_wind_best_fit_alt
+
alt_diff_test
))[
0
]
nn
=
np
.
where
(
fcst_alt
<
(
sat_wind_best_fit_alt
-
alt_diff_test
))[
0
]
if
(
np
.
sum
(
vec_diff
[
mm
]
<
(
vec_diff
+
2.0
))
+
np
.
sum
(
vec_diff
[
nn
]
<
(
vec_diff
+
2.0
)))
>
0
:
good_constraint
=
0
flag
=
1
# Find best fit U and V by linear interpolation:
if
a2
==
sat_wind_best_fit_alt
:
sat_wind_best_fit_u
=
fcst_uwind
[
imin
]
sat_wind_best_fit_v
=
fcst_vwind
[
imin
]
if
good_constraint
==
1
:
bf_tup
=
(
sat_wind_best_fit_u
,
sat_wind_best_fit_v
,
sat_wind_best_fit_alt
,
0
)
else
:
if
a2
<
sat_wind_best_fit_alt
:
lev_below
=
imin
lev_above
=
imin
+
1
prop
=
(
sat_wind_best_fit_alt
-
a2
)
/
(
a3
-
a2
)
else
:
lev_below
=
imin
-
1
lev_above
=
imin
prop
=
(
sat_wind_best_fit_alt
-
a1
)
/
(
a2
-
a1
)
pass
bf_tup
=
(
None
,
None
,
None
,
flag
)
if
verbose
:
print
(
'
*** AMV best-fit ***
'
)
print
(
'
AMV -> p/minspd/maxspd: {0} {1} {2}
'
.
format
(
amv_alt
,
sat_wind_min_spd
,
sat_wind_max_spd
))
# print('Bestfit -> p1,p2,p3,v1,v2,v3: {0} {1} {2} {3} {4} {5}'.format(p1,p2,p3,v1,v2,v3))
print
(
'
Bestfit -> pbest,bfu,bfv,amvu,amvv,bgu,bgv: {0} {1} {2} {3} {4} {5} {6}
'
.
format
(
sat_wind_best_fit_alt
,
sat_wind_best_fit_u
,
sat_wind_best_fit_v
,
amv_uwind
,
amv_vwind
,
fcst_uwind
[
imin
],
fcst_vwind
[
imin
]))
print
(
'
Good Constraint: {0}
'
.
format
(
good_constraint
))
print
(
'
Minimum Vector Difference: {0}
'
.
format
(
vec_diff
[
imin
]))
print
(
'
Vector Difference Profile:
'
)
print
(
vec_diff
)
print
(
'
Altitude Profile:
'
)
print
(
fcst_alt
)
sat_wind_best_fit_u
=
fcst_uwind
[
lev_below
]
*
(
1.0
-
prop
)
+
fcst_uwind
[
lev_above
]
*
prop
sat_wind_best_fit_v
=
fcst_vwind
[
lev_below
]
*
(
1.0
-
prop
)
+
fcst_vwind
[
lev_above
]
*
prop
if
(
abs
(
sat_wind_best_fit_u
-
amv_uwind
)
>
4.0
)
or
(
abs
(
sat_wind_best_fit_v
-
amv_vwind
)
>
4.0
):
print
(
'
U Diff: {0}
'
.
format
(
abs
(
sat_wind_best_fit_u
-
amv_uwind
)))
print
(
'
V Diff: {0}
'
.
format
(
abs
(
sat_wind_best_fit_v
-
amv_vwind
)))
return
bf_tup
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