dynamic channel selection for microwave temperature ... · [email protected] national satellite...
TRANSCRIPT
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Ma Gang
National Satellite Meteorology Center (NSMC)China Meteorological Administration (CMA)
Dynamic Channel Selection for Microwave
Temperature Sounding Channels in Cloudy Condition
AOMSUC-10, Melbourne, Australia
Dec. 4-6, 2019
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AOMSUC-10, Melbourne, AustraliaDec. 4-6, 2019 2
Ma, Gang: fast model & assimilaton
Yu, Tianlei: assimilation to image radiance of FY satellite
Zheng, Jing: assimilation to retrievals
Xiao, Xianjuan: satellite data assimilation to high spectral infrared
radiance
Xi, Shuang: satellite data assimilation to regional model
Liu, Hui: LBL & retrieval profile
Guo, Yang: QC to microwave data
Bai, Wenguang: fast model (infrared)
Liu, Ruixia: analysis to 3D cloud conditioin
Satellite data assimilation group in NSMC:
To prepare high quality satellite observations to assimilation
To develop fast radiative transfer model to FY satellite
To develop new pre-quality control to assimilation
To perform OSE & OSSE to new sensor of FY satellite
Li, Xiaoqing: precipitation retrieval for MWRI
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AOMSUC-10, Melbourne, AustraliaDec. 4-6, 2019 3
Outline
1. Overview
2. Look-up table for Dynamic Channel Selection
3. Impact to Assimilation
4. Impact to Simulation of a Typhoon case
5. Data Service
6. Further Study
7. Summary
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AOMSUC-10, Melbourne, AustraliaDec. 4-6, 2019 4
Outline
1. Overview2. Look-up table for Dynamic Channel Selection
3. Impact to Assimilation
4. Impact to Simulation of a Typhoon case
5. Data Service
6. Further Study
7. Summary
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AOMSUC-10, Melbourne, AustraliaDec. 4-6, 2019 5
1. Overview
Courtesy: Stephen English, ECMWF
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AOMSUC-10, Melbourne, AustraliaDec. 4-6, 2019 6
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AOMSUC-10, Melbourne, AustraliaDec. 4-6, 2019 7
FY-3C(SSO, AM)
Launched on September 23,
2013
FY-3A(SSO, AM)
Launched on May 27, 2008
FY-3B(SSO, PM)
Launched on November 5, 2010
FY-3D(SSO, PM)
Ready to launch(November,
2017)
FY-3E(SSO, Early-morning)
Being manufactured
FY-3RM(Inclined orbit)
Being manufactured
Overview of FY-3 Satellite
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AOMSUC-10, Melbourne, AustraliaDec. 4-6, 2019 8
Outline
1. Overview
2. Look-up table for Dynamic Channel Selection3. Impact to Assimilation
4. Impact to Simulation of a Typhoon case
5. Data Service
6. Further Study
7. Summary
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MWTSII AMSU-A
Central Freq.(GHz) Central Freq(GHz)
1 23.8
2 31.4
3 50.3 50.3
4 51.76
5 52.8 52.8
6 53.596+/−0.115 53.596+/−0.115
7 54.4 54.4
8 54.94 54.94
9 55.5 55.5
10 f0=57.29±0.344 f0=57.29±0.344
11 f0±0.217 f0±0.217
12 f0±0.3222±0.048 f0±0.3222±0.048
13 f0±0.3222±0.022 f0±0.3222±0.022
14 f0±0.3222±0.010 f0±0.3222±0.010
15 f0±0.3222±0.045 f0±0.3222±0.045
16 89.0
Scattering index(SI)
ETB15 = a + b*TB1 + c*TB2 + d*TB3
SI = ETB15 - TB15
CLW=Secθ*(D +D1*log(285.-TB1)+
D2*log(285.-TB2))
CLW < 0.25g/kg
Current precipitation detection
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2. Active
Larger
frozen
particles,
particle
size and
shape
Cloud
particles
, lighter
precip.
8. Ground radar
4. Infraredhigh-freq.
1. Microwave
low-T-sounding6. Earth
radiation
budgetCloud
fraction,
cloud top
height,
multiple
layers
Size of
water
cloud
particles
3. Sub-mm
Ice particle
size,
shape,
orientation
9. Lightning
Vertically
resolved
Melting
particles
Cloud
ice
water
Rain,
including
particle
size
Sub-FOV
heterogen
eity &
structure
Vertically
resolved
Cloud
liquid
water
5. Solar
7. Rain gauge
Cloud
particle
size
and
number
Cloud
cover
radar
Courtesy: Stephen English, ECMWF
Visible reflection is screened by cloud top,
Microwave radiance is scatted by particles of precipitation
Inference:
1, Visible cloud cover must be no less than microwave
precipitation area
2, Visible cloud top height must be no lower than
height of microwave precipitation
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AOMSUC-10, Melbourne, AustraliaDec. 4-6, 2019 11
Impact to brightness temperature (Jabobian)
Emission by cloud liquid water
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AOMSUC-10, Melbourne, AustraliaDec. 4-6, 2019 12
54.4GHz
54.94GHz 55.5GHz
Nmax =
j=1
k
𝑁𝑗Cloud
top
Cloud top
Cloud top
Cloud top
Cloud top
Cloud top
Cloud top
Cloud top
MWTSII
MERSI
Unified cloud top
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AOMSUC-10, Melbourne, AustraliaDec. 4-6, 2019 13
Cloud top height in MERSI foot-points (left) & unified cloud
top height in MWTSII foot-point (right))
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AOMSUC-10, Melbourne, AustraliaDec. 4-6, 2019 14
Outline
1. Overview
2. Look-up table for Dynamic Channel Selection
3. Impact to Assimilation4. Impact to Simulation of a Typhoon case
5. Data Service
6. Further Study
7. Summary
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AOMSUC-10, Melbourne, AustraliaDec. 4-6, 2019 15
Experiments Design
MWTS-Ⅱ QC1.Var BC
2, tossed data with mixed surface type
3.Tossed 8 pixels at edge of a scan line
4.Tossed data containmented by precipitation
5.Data were analysed over ocean
Experiments approach – single moment
CTRL Cloud cover >0.76,radiance were tossed to channel 5,6,7(Li2016)
DCD_005 Look up table with 0.05K to
DCD_010 Look up table with 0.1K to
DCD_020 Look up table with 0.1K to
𝑳𝒊𝒕𝒐𝒕_𝒄𝒍𝒓 − 𝑳𝒊
𝒕𝒐𝒕
Experiments approach – analysis with 10 days data
CTRL Cloud cover >0.76,radiance were tossed to channel 5,6,7(Li2016)
DCD_005 Look up table with 0.05K to
DCD_010 Look up table with 0.1K to
DCD_020 Look up table with 0.1K to
𝑳𝒊𝒕𝒐𝒕_𝒄𝒍𝒓 − 𝑳𝒊
𝒕𝒐𝒕
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AOMSUC-10, Melbourne, AustraliaDec. 4-6, 2019 16
Volumes of MWTSII observations to channels 5, 6, 7 increased 2
times as the dynamic channel selection was used.
2018121006 2018121012
Volume in single moment experiment
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AOMSUC-10, Melbourne, AustraliaDec. 4-6, 2019 17
Channel 5
MWTSII data used in assimilation in 4 experiments
–single moment
0.05K
0.10K
0.20K
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AOMSUC-10, Melbourne, AustraliaDec. 4-6, 2019 18
ch5 ch6 ch7
In clouds area
• More observations in cloud area
• More observations in upper atmosphere
• O-B < 0.8K
• CLW > 1.0g/kg
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AOMSUC-10, Melbourne, AustraliaDec. 4-6, 2019 19
2018121006
2018121012
O-B to single moment experiment
Invisible increments for all channels
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AOMSUC-10, Melbourne, AustraliaDec. 4-6, 2019 20
O-B to control (right) & to DCD_005 at 2018121006 (left)
consistency PDFPDFconsistency
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AOMSUC-10, Melbourne, AustraliaDec. 4-6, 2019 21
ch5 ch6 ch7
Experiments with 10 days’ data
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AOMSUC-10, Melbourne, AustraliaDec. 4-6, 2019 22
Outline
1. Overview
2. Look-up table for Dynamic Channel Selection
3. Impact to Assimilation
4. Impact to Simulation of a Typhoon5. Data Service
6. Further Study
7. Summary
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AOMSUC-10, Melbourne, AustraliaDec. 4-6, 2019 23
Experiment approach
• Assimilation in D01 with 3hr window• 4 assimilation from 080606 per 6 hr
• noDA : no assimilation• Sound: only sounding assimilated• CTRL : traditional QC in assimilation• DCD : dynamic channel selection used
Smallest track error
More impact to track error than CTRL
No obvious impact to MSLP & MWP
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AOMSUC-10, Melbourne, AustraliaDec. 4-6, 2019 24
Distribution to MWTSII observations in assimilation
080606
080718080618
080706
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AOMSUC-10, Melbourne, AustraliaDec. 4-6, 2019 25
Horizontal compare to FNL
-080706
180hPa (MWTSII ch 7)
Contour: height color-bar: temperature
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AOMSUC-10, Melbourne, AustraliaDec. 4-6, 2019 26
Vertical compare to FNL - 080706
180hPa (MWTSII ch 7)
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AOMSUC-10, Melbourne, AustraliaDec. 4-6, 2019 27
Outline
1. Overview
2. Look-up table for Dynamic Channel Selection
3. Impact to Assimilation
4. Impact to Simulation of a Typhoon case
5. Data Service6. Further Study
7. Summary
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AOMSUC-10, Melbourne, AustraliaDec. 4-6, 2019 28
(http://www.wmo.int/pages/prog/www/WMOCodes/WMO306_vI2/LatestVERSION/LatestVERSION.html)
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AOMSUC-10, Melbourne, AustraliaDec. 4-6, 2019 29
Delays to MWHSII FY-3C in GTS
Latency to long curve MWHSII
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AOMSUC-10, Melbourne, AustraliaDec. 4-6, 2019 30
FY-3D data are going to be delivered by GTS
Delays to MWHSII FY-3C in GTS
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AOMSUC-10, Melbourne, AustraliaDec. 4-6, 2019 31
Outline
1. Overview
2. Look-up table for Dynamic Channel Selection
3. Impact to Assimilation
4. Impact to Simulation of a Typhoon case
5. Data Service
6. Further Study7. Summary
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• Strong non-linear interaction between visible
cloud & microwave precipitation can not be
used by a linear regression
• Strong non-linear deep learning could be
used in the non-linear interaction
Deep learing SI (left) & amsua SI (right)
SI of AMSUA mapped with FY2
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AOMSUC-10, Melbourne, AustraliaDec. 4-6, 2019 33
5. Summary
◆ Missing channels in MWTSII taking a new precipitation detection
◆ Visible/infrared cloud features being used as temporary precipitation detection
◆ Dynamic channel selection being carried out by fused visible/infrared cloud top height toMWTSII channels 5, 6, 7
◆ More observation being introduced into assimilation with unchanged O-B
◆ More impact to track error than CTRL but no obvious impact to MSLP & MWP as dynamic
channel selection used
◆ Visible/infrared cloud features being integrated into a data set and being delivered to NWP
users by GTS
◆ Further study to relationship to visible cloud features and microwave precipitation detection
by deep learning
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AOMSUC-10, Melbourne, AustraliaDec. 4-6, 2019 34
Make the data better and easier to use !