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科研費研究「豪雨の力学的予測のための初期値解析と予測信頼性の評価に関する研究」 平成 18 年度第2回研究打合せ会 2007/3/19 気象研究所予報研究部輪講室. Development of a self BGM method with the JMA NHM. Kazuo Saito (MRI). Introduction (Downscale EPS experiment) Supplement of the downscale ensemble experiment of JMA one week global EPS - PowerPoint PPT Presentation
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Development of a self BGM method with the JMANHM
科研費研究「豪雨の力学的予測のための初期値解析と予測信頼性の評価に関する研究」平成 18 年度第2回研究打合せ会 2007/3/19 気象研究所予報研究部輪講室
• Introduction (Downscale EPS experiment)
• Supplement of the downscale ensemble experiment of JMA one week global EPS
• Self BGM method with the JMANHM
• Future subjects
Kazuo Saito (MRI)
Heavy rainfall occurred on 13 July 2004 in the southern part of Northern Japan.
3 hour accumulated precipitation on 13 July 2004. Left ) 00 UTC, Center ) 03 UTC, Right ) 06 UTC
OBS.
MSM, 12UTC 12 July
FT=12-18
Downscale experiments
One week Global EPS at JMA Mar. 2001 ~ 12UTC initial, T106 (1.125deg) L40 25members (Mar. 2006 ~ 51members ) BGM method (12modes, 12 hour cycle )
JMA-NHM (Saito et al., 2006; M.W.R., vol. 134, 1266-1298) 10km L40, 3600×2880km, H=22km (operation: x=5 km L50 Mar. 2006- ) Same specification as in the operation before Mar. 2006 Kain-Fritsch scheme, bulk cloud physics, lateral sponge layers 24 grids a) Simple downscale experimentInitial : Global EPS LBC : Global EPS, updated 6 hourly
b) Incremental downscale experimentInitial : Meso 4D-Var analysis + normalized perturbations by Global EPS LBC : RSM forecast, updated 3 hourly
Breeding cycleBreeding cycleBreeding cycleBreeding cycle00UTC
12UTC
00UTC
コントロールラン
摂動ラン
用摂動サイクル( 12時間予報 )
摂動
成長した誤差
北半球域500hPa 高度場で
規格化( 気候的変動の 14.5% 、
湿度は 21%)
予報用摂動成長した誤差
求まる12摂動に対し直交化を行い、
規格化する
12 cycles
Breeding cycle
全層南緯 20 度以北の領域で、高度
(地表では気圧)、風、気温、比湿が成分
解析誤差の空間分布を考慮した
規格化
Breeding cycle of the one-week EPS at JMA
One-week EPS at JMA
Mar. 2001- Mar. 2006 12UTC initial 25members, T106 (1.125deg) L40 BGM method (12modes, 12 hour cycle )
摂動作成方法:①12 時間の摂動ラン②予報誤差を北半球で求め、 500hPa 高度場振幅が気候値 変動の 10 %になるように係数を決め、誤差成長を規格化 * ③上記を 00,12 UTCに行って Breeding 12 UTCに摂動の直交化 ( 直交化係数 0.75)④アンサンブル予報用摂動は、直交化を行わず、 500hPa 高度場振幅が気候値変動の 15 %になるように規格化 * 、 海陸での解析誤差の違いを考慮し、低波数パターンンの 0.7 ~ 1.0 の重み分布をかける
* QV については、 Breeding 、予報用摂動ともに5割増にインフレーション (熱帯域の成長率を高めるため)
( Kyouda, 2000)
Member M03p
Control
Forecast of JMA one week Global EPSInitial time 12UTC 12 July, 2004. 6 hour accumulated precipitation
Member M03p
Moderate precipitation in the southern part of Northern Japan at FT=12-18.
Left ) FT=00-06Right ) FT=12-18
( Color shades: 1,5,10 mm )
Control (M00)
Downscale experiments
One week Global EPS at JMA Mar. 2001 ~ 12UTC initial, T106 (1.125deg) L40 25members (Mar. 2006 ~ 51members ) BGM method (12modes, 12 hour cycle )
JMA-NHM (Saito et al., 2006; M.W.R., vol. 134, 1266-1298) 10km L40, 3600×2880km, H=22km (operation: x=5 km L50 Mar. 2006- ) Same specification as in the operation before Mar. 2006 Kain-Fritsch scheme, bulk cloud physics, lateral sponge layers 24 grids a) Simple downscale experimentInitial : Global EPS LBC : Global EPS, updated 6 hourly
b) Incremental downscale experimentInitial : Meso 4D-Var analysis + normalized perturbations by Global EPS LBC : RSM forecast, updated 3 hourly
Back ground error for Meso 4D-Var :PS: 0.7 hPaU,V: about 2 m/s in lower troposphere about 3.5 m/s around jet streamT: about 0.8K in lower troposphere about 1K in upper troposphereRH: about 10 % in lower troposphere about 15 % in upper troposphere
80 % of background error was used as the rough estimation of the analysis error
Vertical error covariance obtained by NMC method in Meso 4D-Var
0
0.5
1
1.5
2
2.5
3
3.5
1 3 5 7 9 11 13 15 17 19 21 23 25 27 29 31 33 35
NMC分散NMC誤差QV 10%層平均QV 15%層平均RH*10%RH*1 %5M03pM01p採用
PS: 0.6 hPaU, V: 1.8 m/s*(Kg/m3)
: 0.7 KQv: 12% of RH, 8% of RH at 850 hPa
Perturbation is normalized if its RMS exceeds above values in each level.
Normalization of perturbation
RA
コントロール
0
2
4
6
8
10
12
14
0 10 20 30 40 50 60 70
01p-12p01m-12mコントロールRAMARFENSmean
M03p
M03pM00
M00M03p
MARF
M10mM03m
M01m
M01p,10p
コントロール
0
20
40
60
80
100
120
140
0 20 40 60 80 100 120 140 160 180 200
01p-12p01m-12mコントロールRAMARFmean
M03pM03pM00
M00M03p
MARF
M10m
M10pM03m M01mM01p
RA
コントロール
0
2
4
6
8
10
12
14
0 10 20 30 40 50 60 70
01p-12p
01m-12m
コントロールRA
ENSmeanM03p
M04p
M02p
M03mM01m
M01p
M05p
M04m
M05m
M02m
コントロール
0
20
40
60
80
100
120
140
0 20 40 60 80 100 120 140 160 180 200
01p-12p01m-12m
コントロールRA
meanM03p
M03m
M04p
M02m
M04m
M05p
M01p
M01m
M02p
M05m
RA
Control
0
2
4
6
8
10
12
14
0 10 20 30 40 50 60 70
01p-12p01m-12m
コントロールRA
ENSmean
M03p
M10mM03mM01p,10p
M01m
Control
0
10
20
30
40
50
60
70
0 20 40 60 80 100
01p-12p01m-12mコントロールRAmean
M03p
M10m
M01p M03mM01m
M10p
Predicted precipitation over a rectangle in northern Japan 400km×250km. Horizontal and vertical axis is for FT=0-6 and FT=12-18, respectively. Upper) Area averaged value. Lower) peak value.
Global EPS Simple downscaling Incremental downscaling
コントロール
0
20
40
60
80
100
120
140
0 20 40 60 80 100 120 140 160 180 200
01p-12p01m-12mコントロールRAmean
M03p
M03m
M04p M02m
M04m
M05p
M01p M01mM02p
M05m
M03p FT=9-12 M04p FT=12-15
M08p FT=15-18
Enlarged view- Errors were found in initial interpolation of MA
RA
コントロール
0
2
4
6
8
10
12
14
0 10 20 30 40 50 60 70
01p-12p
01m-12mコントロールRAENSmean
M03p
M04p
M02p
M03m M01m
M01p
M05p
M04m
M05m
M02m
M06p FT=12-15
Supplement of the downscale ensemble experiment of JMA one week global EPS
・ Errors had been included in the vertical level settings in initial interpolation of MA;
DZ2 =1080. was used in NEST/Prm/CONFIG (must be DZ2=1180.)
・ Use of the latest version of JMANHM with MY3 closure model
M08p FT=15-18
Re-experiment of incremental EPSwith JMANHM ver. Sep 2005
コントロール
0
20
40
60
80
100
0 20 40 60 80 100 120 140 160 180 200
01p-12p01m-12mコントロールRAmean
M03p
M03m
M01pM01m
M08p
M11m
M10m
M10p
RA
コントロール
0
2
4
6
8
10
0 10 20 30 40 50
01p-12p
01m-12mコントロールRAENSmean
M03p
M04p
M03m
M01m
M01p
M08p
M10m
M10p
M11m FT=12-15
M04p FT=12-15 M03p FT=15-18
Three hour precipitation at 03 UTC 13 July 2004 with Dx=5km. a) Observed Radar-AMeDAS rain. b) Predicted rain with the original MSM at FT=18 (Initial time is 09 UTC 12 July 2004). c) Same as in b) but with the MY3 closure model and the modified radiation scheme using the partial condensation for cloudiness. After Hara (2007).
New NHM with the Mellor Yamada Level 3 closure model
TKE, l’2, qw’2, l’qw’ are added to the prognostic variables
Scheduled operation in May 2007
12 TUC 12 July 2004Control run with MADX=10km
Left : Operational version(ver. Sep 2005 )
Right : New version(ver. Jan 2007 )
Difference of the results by model versions
M03p FT=15-18
M08p FT=15-18 M11m FT=12-15
RA
コントロール
0
2
4
6
8
10
0 10 20 30 40 50
01p-12p
01m-12mコントロールRAENSmean
M03p
M04p
M03mM01m
M01p
M08p
M10m
M10p
コントロール
0
20
40
60
80
100
0 20 40 60 80 100 120 140 160 180 200
01p-12p01m-12mコントロールRAmean
M03p
M03m
M01p
M01m
M08p
M11m
M10m
M10p
M04p
M05p
M05m
M04p FT=12-15
Re-experiment of incremental EPSwith JMANHM ver. Jan 2007
コントロール
-3
-2
-1
0
1
2
3
-3 -2 -1 0 1 2 3
01p-12p
01m-12mコントロールRAENSmean
M02p
M09p
M10p
コントロール
- 40
- 30
- 20
-10
0
10
20
30
40
-40 -30 -20 -10 0 10 20 30 40
01p-12p
01m-12m
コントロールRA
mean
M04p
M11m
Difference of QPF by model versions
Difference of model physics acts in later half of the forecast period
A self breeding method using JMA-NHM was tested. Barkmeijer et al (2001)’s moist total energy norm
dSPP
R
dSdPqqc
Lw
cVVUUTE
seaCseaPr
CPp
qCPp
CPCP
})({2
1
)(})({})(){(2
1
2
22
222
was computed over entire model domain below 5.3 km. Here, =300K 、 Pr=800hPa, wq=0.1. Perturbations bred in 12 hour forecast cycles are normalized by above total norm assuming the initial perturbation is 50% of background error of analysis: PS: 0.35 hPa, U,V: 1 m/s*(Kg/m3), : 0.4 K, Qv: 5% of RH
12 hour breeding cycle from 12 UTC 10 July 2004, targeting 13 July 2004
Self BGM method using JMA-NHM
12 July 2004 12UTC initial FT=18 RR6M01p
Very similar results in different members
M03p
Failure presented in the former meeting
The self breeding method using JMA-NHM has been reconducted. Barkmeijer et al (2001)’s moist total energy norm
dSPP
R
dSdPqqc
Lw
cVVUUTE
seaCseaPr
CPp
qCPp
CPCP
})({2
1
)(})({})(){(2
1
2
22
222
is computed over entire model domain below 5.3 km. Here, =300K 、 Pr=800hPa, wq=0.1. Perturbations bred in 12 hour forecast cycles are normalized by above total norm assuming the initial perturbation is 50% of background error of analysis: PS: 0.35 hPa, U,V: 1 m/s*(Kg/m3), : 0.4 K, Qv: 5% of RH
12 hour breeding cycle from 12 UTC 09 July 2004, targeting 13 July 2004Initial perturbations for 18 hour forecast from 12 July 2004 are doubledErrors in the former experiment have been fixed
Self BGM method using JMA-NHM
Initial : 2004.07.12 12 UTC BGM method
CNTLFT=06 M01p M01m
FT=12
M01p M03p
12 July 2004 12UTC initial FT=18 RR6
Different results in different members
RA
コントロール
0
2
4
6
8
10
0 10 20 30 40 50
01p-12p
01m-12mコントロールRAENSmean
M03p
M04p
M03mM01m
M01p
M08p
M10m
M10pコントロール
0
20
40
60
80
100
0 20 40 60 80 100 120 140 160 180 200
01p-12p01m-12mコントロールRAmean
M03p
M03m
M01p
M01m
M08p
M11m
M10m
M10p
M04p
M05p
M05m
RA
コントロール
0
2
4
6
8
10
0 10 20 30 40 50
01p-12p
01m-12m
コントロールRA
ENSmean
M03p
M02m
M06pM01p
M01m
M03mM04p
コントロール
0
20
40
60
80
100
0 20 40 60 80 100 120 140 160 180 200
01p-12p01m-12mコントロールRAmean
M03p
M04mM02p
M01m
M01p
M05p
M04p
M10pM12p
M11m
Predicted precipitation over a rectangle domain in northern Japan 400km×250km. Horizontal and vertical axis is for FT=0-6 and FT=12-18, respectively. Left: Area averaged value, Right: peak value.In case of global EPS perturbations.
Same as in upper figures.In case of BGM perturbations.
RA
コントロール
0
2
4
6
8
10
0 10 20 30 40 50
01p-12p
01m-12mコントロールRAENSmean
M03p
M04p
M03mM01m
M01p
M08p
M10m
M10pコントロール
0
20
40
60
80
100
0 20 40 60 80 100 120 140 160 180 200
01p-12p01m-12mコントロールRAmean
M03p
M03m
M01p
M01m
M08p
M11m
M10m
M10p
M04p
M05p
M05m
RA
コントロール
0
2
4
6
8
10
0 10 20 30 40 50
01p-12p
01m-12m
コントロールRA
ENSmean
M03p
M02m
M06pM01p
M01m
M03mM04p
コントロール
0
20
40
60
80
100
0 20 40 60 80 100 120 140 160 180 200
01p-12p01m-12mコントロールRAmean
M03p
M04mM02p
M01m
M01p
M05p
M04p
M10pM12p
M11m
Predicted precipitation over a rectangle domain in northern Japan 400km×250km. Horizontal and vertical axis is for FT=0-6 and FT=12-18, respectively. Left: Area averaged value, Right: peak value.In case of global EPS perturbations.
Enlarged view M03p 摂動計算時刻に FT=6 を用いていた誤り発見
Future works
・ Reexamination of BGM cycle and perturbation magnitude
・ Perturbation in lateral (and lower) boundary conditions
・ (Orthogonalization, stochastic seeding)
・ Evaluation of EPS performance (application to B08RDP)
・ Evaluation of forecast and analysis errors from EPS
・ Application of LETKF to ensemble update