use of microwave radiances for weather forecasting

25
© Crown copyright 2004 Page 1 11.30 local satellite image Use of microwave radiances for weather forecasting Roger Saunders SFCG-24 20 Sep 2004

Upload: others

Post on 08-Apr-2022

5 views

Category:

Documents


0 download

TRANSCRIPT

Page 1: Use of microwave radiances for weather forecasting

© Crown copyright 2004 Page 1

11.30 local satellite image

Use of microwave radiances for weather forecasting

Roger Saunders

SFCG-24 20 Sep 2004

Page 2: Use of microwave radiances for weather forecasting
Page 3: Use of microwave radiances for weather forecasting

© Crown copyright 2004 Page 3

Cloud is commonBand Instrument Cloud-free Cloud-free upper-trop

INFRARED AIRS (14 km) 5% 30%

MICROWAVE AMSU (50 km) 70% 95%

Page 4: Use of microwave radiances for weather forecasting

© Crown copyright 2004 Page 4

In situ vs satellite data coverage

Radiosondes Pilots and profilers Aircraft

Synops and ships Buoys

ATOVS Satobs Geo radiances

ScatterometerSSM/I Ozone

Data coverage09 – 15 UTC5 September 2003 +AQUA (Airs,AMSUA) and 5 geo rads.

Page 5: Use of microwave radiances for weather forecasting

© Crown copyright 2004 Page 5

The Advanced Microwave Sounding Unit

Microwave sounders have become very important to the accuracy of NWP

High information content in persistently cloudy data sparse areas.

AMSU is the current operational generation

Page 6: Use of microwave radiances for weather forecasting

© Crown copyright 2004 Page 6

Page 7: Use of microwave radiances for weather forecasting

© Crown copyright 2004 Page 7

Global compositeof brightness

temperature (K) from

AMSU-AChannel 3

Page 8: Use of microwave radiances for weather forecasting

© Crown copyright 2004 Page 8

AMSU cloud liquid water index

The AMSU window channelsindicate the location of thehighest liquid water contentsThese occur near the stormhead and also along the trailing cold frontThe infra-red imagery givesan indication of this to theexperienced eye but is not soquantitatively precise

Page 9: Use of microwave radiances for weather forecasting

© Crown copyright 2004 Page 9

Microwave spectrum used by Met Satellites

Page 10: Use of microwave radiances for weather forecasting

© Crown copyright 2004 Page 10

Sensitivity of brightness temperature to geophysical parameters over land surfaces

5 10 15 20 25 30 35 40Frequency (G H z)

Soil m o isture

Vege tation biom assS urface roughness

Integrated w ater vapour

C loud liquid w ater

TbPi

Page 11: Use of microwave radiances for weather forecasting

© Crown copyright 2004 Page 11

Current use of microwave spectrum for meteorology

AMSU-A/BAtmospheric temp, water vapour + surface

300089 + 150 + 157AMSU-AAtmospheric temp 500050-55

AMSU-BAtmospheric temp, water vapour + surface

14000183+/-7

AMSU-AAtmospheric temp, liquid water

50031.4

SSM/I, AMSU-A

Water vapour, liquid water, atmos sounding

40023.8

AMSR, TMI, SSM/I

Rain rate, ice, water vapour, wind speed

20018.7

AMSR, TMIRain rate, snow, ice, SST, ocean wind

10010.65AMSRSST2006.92

SensorMeasurementBandwidth (MHz)

Frequency (GHz)

Page 12: Use of microwave radiances for weather forecasting

© Crown copyright 2004 Page 12

Weighting functions

Emission

Emission

Emission

Atte

nuat

ion Space

Surface

WF(p).T(p) dp∫

Observed brightness temperature (TB)

=

Weighting function (WF)

Pre

ssur

e

Page 13: Use of microwave radiances for weather forecasting

© Crown copyright 2004 Page 13

Use of 24 GHz channel for weather forecasting

NWP ‘signal’ at 24GHz in degK

Per

cent

age

of d

ata

belo

w R

FI th

resh

old

of 0

.2K

• RFI would exceed 0.2K threshold 38% of the time over land.• A threshold of 0.03K is required to reduce significant interference to < 5% over land

24 GHz channel is used for identifying best footprints for sounding channelsAlso used for inferring water vapour, cloud water and surface properties

Page 14: Use of microwave radiances for weather forecasting

© Crown copyright 2004 Page 14

Microwave imagers: SSM/I, AMSR, TMI…

Wind speed information from vertical and horizontal polarised microwave radiometer data is well established.

Page 15: Use of microwave radiances for weather forecasting

© Crown copyright 2004 Page 15

Wind Scatterometers

• Calibrated radar operating at frequencies which are only weakly affected by atmosphere

• Measures surface backscatter at several azimuth angles

Sea-ice, Snow

Sea-surface winds

Page 16: Use of microwave radiances for weather forecasting

© Crown copyright 2004 Page 16

Precipitation from microwave radiometers

Scattering by rain at85 GHz showsrain bands clearly.

Page 17: Use of microwave radiances for weather forecasting

© Crown copyright 2004 Page 17

Forecast improvements

ECMWF forecasts 1981-2003Fo

reca

st s

kill

Year

Page 18: Use of microwave radiances for weather forecasting

© Crown copyright 2004 Page 18

Forecasts from all NWP centres

Annual-mean r.m.s. errors against analyses from WMO scores500hPa height (m) Northern hemisphere

D+3

D+4

D+5

Recent improvement in the accuracy of forecasts

Page 19: Use of microwave radiances for weather forecasting

© Crown copyright 2004 Page 19

Forecast skill vs time

Page 20: Use of microwave radiances for weather forecasting

© Crown copyright 2004 Page 20

Satellite vs conventional: NH height

Sat data largest impact ~10 hr gain

Forecast skill

Page 21: Use of microwave radiances for weather forecasting

© Crown copyright 2004 Page 21

Conventional vs satellite: SH height

Sat data largest impact ~48 hr gain

Forecast skill

Page 22: Use of microwave radiances for weather forecasting

© Crown copyright 2004 Page 22

Comparison of overall impact of observing systems0

1020

30

Analysis Observations

No Satellite

No SatelliteSoundingsNo Satellite winds

No Scatterometer

Losing 2 out of 3ATOVSLosing 1 out of 3ATOVSNo Radiosonde

No radiosonde Tand qNo aircraft

Glo

bal N

WP

sco

re

…surface pressure obs also very important to prevent drift in mass of atmosphere

Page 23: Use of microwave radiances for weather forecasting

© Crown copyright 2004 Page 23

Impact

The additional information provided by the observations is very small in any given assimilation cycle - does it actually have any impact?

1-2 days forecast improvement in the SH 1/3-1/2 days forecast improvement in the NHHumidity information is most important in the tropics

AMSU is the most important current source of satellite data, providing most of this impact.

Page 24: Use of microwave radiances for weather forecasting

© Crown copyright 2004 Page 24

Thanks and please keep the channels we use

free of interference.

Page 25: Use of microwave radiances for weather forecasting

© Crown copyright 2004 Page 25

ATOVS & 3D-varATOVS & 3D-var

Direct radiance assimilation Direct radiance assimilation