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A31C-0052 Evalua&ng)Surface)Flux)Results)from)CERES7FLASHFlux) ·...

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Evalua&ng Surface Flux Results from CERESFLASHFlux Anne C. Wilber 1 , Paul W. Stackhouse, Jr. 2 , David P. Kratz 2 , Shashi K. Gupta 1 , and Parnchai K. Sawaengphokhai 1 1 Science Systems and Applications, Inc., Hampton, Virginia 2 NASA Langley Research Center, Hampton, Virginia Conclusions: •FLASHFlux results compare very well to to the ground measurement of daily and monthly mean Longwave and Shortwave Surface Fluxes within ± 5 Wm -2 for everywhere except in polar areas. •FLASHFlux biases and random errors are generally larger than those from climate quality datasets, i.e. SYN1-deg and EBAF, but useful for numerous scientific (see A31C-0051, this session), applied science and educational uses. •Improvements of the FLASHFlux surface models continue to be made. A new cloud transmission algorithm is under development for improving SW flux computation. Downward Shortwave Flux Downward Longwave Flux Introduction : The Fast Longwave and Shortwave Radiative Flux (FLASHFlux) data product was developed to provide a rapid release version of the Clouds and Earth's Radiant Energy System (CERES) results, which could be made available to the research and applications communities within one week of the satellite observations by exchanging some accuracy for speed of processing. Unlike standard CERES products, FLASHFlux does not maintain a long-term consistent record. Therefore the latest algorithm changes and input data can be incorporated into processing. FLASHFlux released Version3A (January 2013) and Version 3B (August 2014) which include the latest meteorological product from Global Modeling and Assimilation Office (GMAO), GEOS FP-IT (5.9.1), the latest spectral response functions and gains for the CERES instruments, and aerosol climatology based on the latest MATCH data. Version 3B included a slightly updated calibration and some changes to the surface albedo over snow/ice. Typically FLASHFlux does not reprocess earlier versions when a new version is released. The combined record of Time Interpolated Space Averaged (TISA) surface flux results from Versions3A and 3B for July 2012 to October 2015 have been compared to the ground- based measurements. The FLASHFlux results are also compared to two other CERES gridded products, SYN1deg and EBAF surface fluxes. A31C-0052 Comparison of Monthly Mean Fluxes 201207-201502 FLASHFlux, SYN1deg and EBAF CERES SYN1deg: This data product The SYN1deg combines Terra and Aqua CERES and 3-hourly geostationary (GEO) data to produce 3-hourly TOA, in-atmosphere and surface fluxes based on a radiative transfer model. The use of GEO data enables the model to more accurately represent the diurnal variability between the CERES measurement times. For this study the daily averaged surface fluxes were used. CERES EBAF and Surface-EBAF: The CERES Energy Balanced and Filled (EBAF) product also integrates the GEO observations with CERES and provides Top-of-Atmosphere fluxes. Global net flux is constrained to the ocean heat storage term. EBAF- surface product provides monthly mean LW and SW fluxes that are consistent with the TOA EBAF. For this study, monthly mean FLASHFlux and SYN1deg were compared with the surface measurements. EBAF is currently available through May 2015. Comparison of Daily Mean Fluxes 201207-201504 FLASHFlux and SYN1deg Comparison of Daily Mean Fluxes 201207-201504 FLASHFlux SYN1deg Comparison of Monthly Mean Fluxes 201207-201502 FLASHFlux, SYN1deg and EBAF 0 100 200 300 400 500 0 100 200 300 400 500 Version 3 Derived DLF (W m -2 ) Ground Measured DLF (W m -2 ) 1 2 - 5 6 - 10 11 - 20 21 - 40 > 40 FLASHFlux 0 100 200 300 400 500 0 100 200 300 400 500 Edition 3A Derived DLF (W m -2 ) Ground Measured DLF (W m -2 ) SYN1deg 0 100 200 300 400 500 0 100 200 300 400 500 Edition 2.8 Derived DLF (W m -2 ) Ground Measured DLF (W m -2 ) EBAF Ensemble N = 1183 Bias = -3.8 W m -2 R.E. = 11.5 W m -2 N = 1183 Bias = -3.0 W m -2 R.E. = 9.6 W m -2 N = 1183 Bias = -0.6 W m -2 R.E. = 11.1 W m -2 The FLASHFlux data products are available through the “HDF” portion of the CERES ordering page or more directly through the FLASHFlux homepage: http://flashflux.larc.nasa.gov. 0 100 200 300 400 500 DSF (Wm -2 ) Ground FLASHFlux SYN1deg July 2013 July 2012 July 2014 April 2015 GOBI -150 -125 -100 -75 -50 -25 0 25 50 75 100 125 150 DSF (Wm -2 ) SYN1deg - Ground -150 -125 -100 -75 -50 -25 0 25 50 75 100 125 150 DSF (Wm -2 ) FLASHFlux-Ground GOBI SW Difference July 2013 July 2012 July 2014 April 2015 0 100 200 300 400 500 DSF (Wm -2 ) Ground FLASHFlux SYN1deg January 2013 July 2012 July 2014 July 2013 January 2014 MANUS -150 -125 -100 -75 -50 -25 0 25 50 75 100 125 150 DSF (Wm -2 ) SYN1deg - Ground -150 -125 -100 -75 -50 -25 0 25 50 75 100 125 150 DSF (Wm -2 ) FLASHFlux-Ground MANUS SW Difference January 2013 July 2012 July 2014 July 2013 January 2014 The maps show the variation of the bias of the daily modeled fluxes from the ground measurements at the 51 sites. The comparison of the modeled to measured fluxes at the Gobi Desert and the Manus Island sites shows good correlation to the measurements. Manus represents perhaps the most extreme variability of any site. At this island site the correlation coefficient is only 0.7 and at the Gobi Desert it is 0.9. 200 300 400 500 DLF (Wm -2 ) Ground Measured FLASHFlux SYN1deg GOBI July 2013 July 2012 July 2014 April 2015 -60 -40 -20 0 20 40 60 DLF (Wm -2 ) FLASHFlux-Ground GOBI LW Difference -60 -40 -20 0 20 40 60 DLF (Wm -2 ) SYN1deg-Ground July 2013 July 2012 July 2014 April 2015 -40 -30 -20 -10 0 10 20 30 40 DLF (Wm -2 ) SYN1deg - Ground -40 -30 -20 -10 0 10 20 30 40 DLF (Wm -2 ) FLASHFlux - Ground January 2013 July 2012 July 2014 July 2013 January 2014 MANUS LW Difference 350 400 450 500 DSF (Wm -2 ) Ground Measured FLASHFlux SYN1deg MANUS July 2013 July 2012 July 2014 April 2015 The maps show the variation of the bias of the daily mean modeled fluxes from the Longwave ground measurements at the 51 sites. The comparison of the modeled to measured fluxes at the Gobi Desert site show good agreement with the ground measured and a strong annual cycle. There is a small bias of SYN1deg results from the measured. There is an annual cycle evident in the FLASHFlux difference. There is very little variation in the annual Longwave Flux at the tropical island Manus. Both models show a modest bias. FLASHFlux has a slightly larger positive bias. 51 Sites Color-coded by Type Ground Measurements from http://www-cave.larc.nasa.gov/ Comparison of Daily Shortwave Fluxes from FLASHFlux and SYN1deg to Ground Measurements Surface Type FLASHFlux SYN 1deg N Mean (Wm 2 ) Bias (Wm 2 ) Random Error (Wm 2 ) N Mean (Wm 2 ) Bias (Wm 2 ) Random Error (Wm 2 ) Ocean Buoys 4871 200 6.4 28.0 5396 204.2 3.5 23.1 Coastal 8914 152.9 1.9 24.2 9167 157.1 2.0 22.1 Island 2733 219.4 4.6 30.9 2680 217.4 5.8 25.9 Desert 4207 257.6 3.0 19.8 4247 257.4 2.6 21.7 High LaTtude 2527 186.5 38.7 54.0 2833 167.4 1.9 27.0 ConTnental 12246 167.5 4.2 27.5 12342 170.4 3.5 23.2 Ensemble 35498 184.8 3.8 31.6 36665 183.8 2.6 23.9 <-150 [-140,-130) [-120,-110) [-100,-90) [-80,-70) [-60,-50) [-40,-30) [-20,-10) [0,10) [20,30) [40,50) [60,70) [80,90) [100,110) [120,130) [140,150) 0 1000 2000 3000 4000 5000 6000 7000 8000 Frequency FLASHFlux Version 3 DSF - Ground Measured DSF (W m -2 ) <-150 [-140,-130) [-120,-110) [-100,-90) [-80,-70) [-60,-50) [-40,-30) [-20,-10) [0,10) [20,30) [40,50) [60,70) [80,90) [100,110) [120,130) [140,150) 0 1000 2000 3000 4000 5000 6000 7000 8000 Frequency SYN1deg Edition 3A DSF - Ground Measured DSF (W m -2 ) Ensemble <-100 [-90,-80) [-70,-60) [-50,-40) [-30,-20) [-10,0) [10,20) [30,40) [50,60) [70,80) [90,100) 0 2000 4000 6000 8000 10000 Frequency FLASHFlux Version 3 DLF - Ground Measured DLF (W m -2 ) <-100 [-90,-80) [-70,-60) [-50,-40) [-30,-20) [-10,0) [10,20) [30,40) [50,60) [70,80) [90,100) 0 2000 4000 6000 8000 10000 Frequency SYN1deg Edition3A DLF - Ground Measured DLF (W m -2 ) Ensemble Comparison of Daily Longwave Fluxes from FLASHFlux and SYN1deg to Ground Measurements Surface Type FLASHFlux SYN 1deg N Mean (Wm 2 ) Bias (Wm 2 ) Random Error (Wm 2 ) N Mean (Wm 2 ) Bias (Wm 2 ) Random Error (Wm 2 ) Ocean Buoys 4193 381.7 6.3 10.8 4702 382.2 4.4 9.3 Coastal 8951 345.4 1.7 12.4 9192 345.6 0.4 11.4 Island 2612 411.2 4.6 9.7 2707 411.3 2.9 5.6 Desert 4145 330.8 4.3 13.6 4218 330.7 5.2 14.4 High LaTtude 3598 196.36 0.8 16.8 4011 197.0 4.0 17.7 ConTnental 13425 320.5 6.2 16.3 13696 320.4 4.3 17.2 Ensemble 38526 328.6 2.3 31.6 38526 328.6 2.3 14.9 Comparison of Monthly Mean Shortwave Fluxes from FLASHFlux, SYN1deg and EBAF to Ground Measurements Surface Type N Mean (Wm 2 ) FLASHFlux SYN 1deg EBAF Bias (Wm 2 ) Random Error (Wm 2 ) Bias (Wm 2 ) Random Error (Wm 2 ) Bias (Wm 2 ) Random Error (Wm 2 ) Ocean Buoys 176 202.8 6.0 12.6 4.2 12.2 6.6 15.3 Coastal 284 154.3 1.9 8.4 2.0 8.3 1.0 9.6 Island 97 215.4 5.6 11.6 7.0 10.9 4.5 8.7 Desert 133 256.9 2.8 7.8 2.1 13.6 2.6 12.2 High LaTtude 108 147.1 35.0 37.5 1.3 15.5 0.5 16.1 ConTnental 391 167.9 4.5 12.2 3.5 9.3 1.5 9.3 Ensemble 1189 181.7 3.9 19.9 2.7 11.2 0.4 14.9 Comparison of Monthly Mean Longwave Fluxes from FLASHFlux, SYN1deg and EBAF to Ground Measurements Surface Type N Mean (Wm 2 ) FLASHFlux SYN 1deg EBAF Bias (Wm 2 ) Random Error (Wm 2 ) Bias (Wm 2 ) Random Error (Wm 2 ) Bias (Wm 2 ) Random Error (Wm 2 ) Ocean Buoys 144 381.7 6.5 6.0 4.4 4.9 2.2 5.4 Coastal 284 347.2 3.3 11.7 4.0 11.7 0.7 3.8 Island 96 409.4 6.3 11.6 3.0 3.3 0.2 9.0 Desert 133 331.3 4.5 8.9 5.3 10.9 1.2 10.0 High LaTtude 135 198.3 0.8 10.3 3.7 7.6 5.4 8.7 ConTnental 391 319.3 8.3 9.4 6.2 11.6 4.0 11.4 Ensemble 1183 329.0 3.8 11.5 3.0 9.6 0.6 11.1 0 100 200 300 400 500 0 100 200 300 400 500 Version 3 Derived DSF (W m -2 ) Ground Measured DSF (W m -2 ) 1 2 - 10 11 - 15 16 - 20 21 - 25 > 25 FLASH 0 100 200 300 400 500 0 100 200 300 400 500 Edition 3A Derived DSF (W m -2 ) Ground Measured DSF (W m -2 ) SYN1deg 0 100 200 300 400 500 0 100 200 300 400 500 Edition 2.8 Derived DSF (W m -2 ) Ground Measured DSF (W m -2 ) EBAF Ensemble N = 1189 Bias = -3.9 W m -2 R.E. = 19.9 W m -2 N = 1189 Bias = 2.7 W m -2 R.E. = 11.2 W m -2 N = 1189 Bias = 0.4 W m -2 R.E. = 14.9 W m -2 Acknowledgements: This work was funded by the NASA CERES Project, Norman Loeb PI. Data were obtained from the NASA Langley Research Center Atmospheric Science Data Center. Thanks go to John Kusterer, Tonya Davenport, Don Land and Fenny Wang for data production. https://ntrs.nasa.gov/search.jsp?R=20160006700 2018-08-01T22:19:10+00:00Z
Transcript
Page 1: A31C-0052 Evalua&ng)Surface)Flux)Results)from)CERES7FLASHFlux) · Evalua&ng)Surface)Flux)Results)from)CERES7FLASHFlux) Anne C. Wilber1, Paul W. Stackhouse, Jr.2, David P. Kratz2,

Evalua&ng  Surface  Flux  Results  from  CERES-­‐FLASHFlux  Anne C. Wilber1, Paul W. Stackhouse, Jr.2, David P. Kratz2, Shashi K. Gupta1,

and Parnchai K. Sawaengphokhai1 1Science Systems and Applications, Inc., Hampton, Virginia

2NASA Langley Research Center, Hampton, Virginia "

Conclusions:   ""•FLASHFlux results compare very well to to the ground measurement of daily and monthly mean Longwave and Shortwave Surface Fluxes within ± 5 Wm-2 for everywhere except in polar areas. ""•FLASHFlux biases and random errors are generally larger than those from climate quality datasets, i.e. SYN1-deg and EBAF, but useful for numerous scientific (see A31C-0051, this session), applied science and educational uses. ""•Improvements of the FLASHFlux surface models continue to be made. A new cloud transmission algorithm is under development for improving SW flux computation."

Downward Shortwave Flux"Downward Longwave Flux"

Introduction : The Fast Longwave and Shortwave Radiative Flux (FLASHFlux) data product was developed to provide a rapid release version of the Clouds and Earth's Radiant Energy System (CERES) results, which could be made available to the research and applications communities within one week of the satellite observations by exchanging some accuracy for speed of processing. Unlike standard CERES products, FLASHFlux does not maintain a long-term consistent record. Therefore the latest algorithm changes and input data can be incorporated into processing. FLASHFlux released Version3A (January 2013) and Version 3B (August 2014) which include the latest meteorological product from Global Modeling and Assimilation Office (GMAO), GEOS FP-IT (5.9.1), the latest spectral response functions and gains for the CERES instruments, and aerosol climatology based on the latest MATCH data. Version 3B included a slightly updated calibration and some changes to the surface albedo over snow/ice. Typically FLASHFlux does not reprocess earlier versions when a new version is released. The combined record of Time Interpolated Space Averaged (TISA) surface flux results from Versions3A and 3B for July 2012 to October 2015 have been compared to the ground-based measurements. The FLASHFlux results are also compared to two other CERES gridded products, SYN1deg and EBAF surface fluxes."

A31C-0052"

Comparison of Monthly Mean Fluxes"201207-201502"

FLASHFlux, SYN1deg and EBAF"

CERES SYN1deg: This data product The SYN1deg combines Terra and Aqua CERES and 3-hourly geostationary (GEO) data to produce 3-hourly TOA, in-atmosphere and surface fluxes based on a radiative transfer model. The use of GEO data enables the model to more accurately represent the diurnal variability between the CERES measurement times. For this study the daily averaged surface fluxes were used."

CERES EBAF and Surface-EBAF: The CERES Energy Balanced and Filled (EBAF) product also integrates the GEO observations with CERES and provides Top-of-Atmosphere fluxes. Global net flux is constrained to the ocean heat storage term. EBAF-surface product provides monthly mean LW and SW fluxes that are consistent with the TOA EBAF. For this study, monthly mean FLASHFlux and SYN1deg were compared with the surface measurements. EBAF is currently available through May 2015."

Comparison of Daily Mean Fluxes"201207-201504"

FLASHFlux and SYN1deg "Comparison of Daily Mean Fluxes"

201207-201504"FLASHFlux SYN1deg "

Comparison of Monthly Mean Fluxes"201207-201502"

FLASHFlux, SYN1deg and EBAF"

0

100

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0 100 200 300 400 500

Vers

ion

3 D

eriv

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LF (

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Ground Measured DLF (W m-2)

1 2 - 5 6 - 10 11 - 20 21 - 40 > 40

FLASHFlux

0

100

200

300

400

500

0 100 200 300 400 500

Edi

tion

3A D

eriv

ed D

LF (

W m

-2)

Ground Measured DLF (W m-2)

SYN1deg

0

100

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300

400

500

0 100 200 300 400 500

Edi

tion

2.8

Der

ived

DLF

(W

m-2

)

Ground Measured DLF (W m-2)

EBAF

Ensemble

N = 1183Bias = -3.8 W m-2

R.E. = 11.5 W m-2

N = 1183Bias = -3.0 W m-2

R.E. = 9.6 W m-2

N = 1183Bias = -0.6 W m-2

R.E. = 11.1 W m-2

The FLASHFlux data products are available through the “HDF” portion of the CERES ordering page or more directly through the FLASHFlux homepage: http://flashflux.larc.nasa.gov."

0

100

200

300

400

500

DSF

(Wm

-2)

Ground FLASHFlux SYN1deg

July 2013

July 2012

July 2014

April 2015

GOBI

-150-125-100

-75-50-25

0255075

100125150

DSF

(Wm

-2)

SYN1deg - Ground

-150-125-100

-75-50-25

0255075

100125150

DSF

(Wm

-2)

FLASHFlux-Ground

GOBISW Difference

July 2013

July 2012

July 2014 April

2015

0

100

200

300

400

500

DSF

(Wm

-2)

Ground FLASHFlux SYN1deg

January2013

July2012

July 2014

July2013

January2014

MANUS

-150-125-100

-75-50-25

0255075

100125150

DSF

(Wm

-2)

SYN1deg - Ground

-150-125-100

-75-50-25

0255075

100125150

DSF

(Wm

-2)

FLASHFlux-Ground

MANUSSW Difference

January2013

July2012

July 2014

July2013

January2014

The maps show the variation of the bias of the daily modeled fluxes from the ground measurements at the 51 sites. The comparison of the modeled to measured fluxes at the Gobi Desert and the Manus Island sites shows good correlation to the measurements. Manus represents perhaps the most extreme variability of any site. At this island site the correlation coefficient is only 0.7 and at the Gobi Desert it is 0.9.""

200

300

400

500

DLF

(Wm

-2)

Ground Measured FLASHFlux SYN1deg

GOBI

July 2013

July 2012

July 2014

April 2015

-60-40-20

0204060

DLF

(Wm

-2)

FLASHFlux-Ground

GOBILW Difference

-60-40-20

0204060

DLF

(Wm

-2)

SYN1deg-Ground

July 2013

July 2012

July 2014

April 2015

-40-30-20-10

010203040

DLF

(Wm

-2)

SYN1deg - Ground

-40-30-20-10

010203040

DLF

(Wm

-2)

FLASHFlux - Ground

January2013

July2012

July 2014

July2013

January2014

MANUSLW Difference

350

400

450

500

DSF

(Wm

-2)

Ground Measured FLASHFlux SYN1deg

MANUS

July 2013

July 2012

July 2014

April 2015

The maps show the variation of the bias of the daily mean modeled fluxes from the Longwave ground measurements at the 51 sites. The comparison of the modeled to measured fluxes at the Gobi Desert site show good agreement with the ground measured and a strong annual cycle. There is a small bias of SYN1deg results from the measured. There is an annual cycle evident in the FLASHFlux difference. There is very little variation in the annual Longwave Flux at the tropical island Manus. Both models show a modest bias. FLASHFlux has a slightly larger positive bias."

51 Sites Color-coded by Type"Ground Measurements from http://www-cave.larc.nasa.gov/"

Comparison  of  Daily  Shortwave  Fluxes  from    FLASHFlux  and  SYN1deg  to  Ground  Measurements  

Surface  Type  

FLASHFlux   SYN  1deg  

N  Mean    (Wm  

-­‐2)  

Bias    (Wm  -­‐2)  

Random    Error  (Wm  -­‐2)  

N   Mean    (Wm  -­‐2)  

Bias    (Wm  -­‐2)  

Random    Error  (Wm  -­‐2)  

Ocean  Buoys   4871   200     6.4   28.0   5396   204.2   3.5   23.1  

Coastal   8914   152.9   -­‐1.9   24.2     9167   157.1   2.0   22.1  

Island   2733   219.4   4.6   30.9   2680   217.4   5.8   25.9  

Desert   4207   257.6   -­‐3.0   19.8   4247   257.4   -­‐2.6   21.7  

High  LaTtude   2527   186.5   -­‐38.7   54.0   2833   167.4   1.9   27.0  

ConTnental   12246   167.5   -­‐4.2   27.5   12342   170.4   3.5   23.2  

Ensemble   35498   184.8   -­‐3.8   31.6   36665   183.8   2.6   23.9  

<-15

0[-1

40,-1

30)

[-120

,-110

)[-1

00,-9

0)[-8

0,-7

0)[-6

0,-5

0)[-4

0,-3

0)[-2

0,-1

0)[0

,10)

[20,

30)

[40,

50)

[60,

70)

[80,

90)

[100

,110)

[120

,130

)[1

40,1

50)

0

1000

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3000

4000

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8000

Freq

uenc

y

FLASHFlux Version 3 DSF - Ground Measured DSF (W m-2)

<-15

0[-1

40,-1

30)

[-120

,-110

)[-1

00,-9

0)[-8

0,-7

0)[-6

0,-5

0)[-4

0,-3

0)[-2

0,-1

0)[0

,10)

[20,

30)

[40,

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[60,

70)

[80,

90)

[100

,110)

[120

,130

)[1

40,1

50)

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2000

3000

4000

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6000

7000

8000

Freq

uenc

y

SYN1deg Edition 3A DSF - Ground Measured DSF (W m-2)

Ensemble"

<-10

0

[-90,

-80)

[-70,

-60)

[-50,

-40)

[-30,

-20)

[-10,

0)

[10,

20)

[30,

40)

[50,

60)

[70,

80)

[90,

100)

0

2000

4000

6000

8000

10000

Freq

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y

FLASHFlux Version 3 DLF - Ground Measured DLF (W m-2)

<-10

0

[-90,

-80)

[-70,

-60)

[-50,

-40)

[-30,

-20)

[-10,

0)

[10,20

)

[30,40

)

[50,60

)

[70,80

)

[90,

100)

0

2000

4000

6000

8000

10000

Freq

uenc

y

SYN1deg Edition3A DLF - Ground Measured DLF (W m-2)

Ensemble"Comparison  of  Daily  Longwave  Fluxes  from    FLASHFlux  and  SYN1deg  to  Ground  Measurements  

Surface  Type  

FLASHFlux   SYN  1deg  

N   Mean    (Wm  -­‐2)  

Bias    (Wm  -­‐2)  

Random    Error  (Wm  -­‐2)  

N   Mean    (Wm  -­‐2)  

Bias    (Wm  -­‐2)  

Random    Error  (Wm  -­‐2)  

Ocean  Buoys   4193     381.7   -­‐6.3   10.8   4702   382.2   -­‐4.4   9.3  

Coastal   8951   345.4   -­‐1.7   12.4   9192   345.6   0.4   11.4  

Island   2612   411.2   4.6   9.7   2707   411.3   -­‐2.9   5.6  

Desert   4145   330.8   -­‐4.3   13.6   4218   330.7   -­‐5.2   14.4  

High  LaTtude   3598   196.36   0.8   16.8   4011   197.0   4.0   17.7  

ConTnental   13425   320.5   -­‐6.2   16.3   13696   320.4   -­‐4.3   17.2  

Ensemble   38526   328.6   -­‐2.3   31.6   38526   328.6   -­‐2.3   14.9  

Comparison  of  Monthly  Mean  Shortwave  Fluxes  from    FLASHFlux,  SYN1deg    and  EBAF  to  Ground  Measurements  

Surface  Type   N   Mean    (Wm  -­‐2)  

FLASHFlux   SYN  1deg   EBAF  

Bias    (Wm  -­‐2)  

Random    Error  (Wm  -­‐2)  

Bias    (Wm  -­‐2)  

Random    Error  (Wm  -­‐2)  

Bias    (Wm  -­‐2)  

Random    Error  (Wm  -­‐2)  

Ocean  Buoys   176   202.8   6.0   12.6   4.2   12.2   -­‐6.6   15.3  

Coastal   284   154.3   -­‐1.9   8.4   2.0   8.3   -­‐1.0   9.6  

Island   97   215.4   5.6   11.6   7.0   10.9   4.5   8.7  

Desert   133   256.9   -­‐2.8   7.8   -­‐2.1   13.6   -­‐2.6   12.2  

High  LaTtude   108   147.1   -­‐35.0   37.5   1.3   15.5   0.5   16.1  

ConTnental   391   167.9   -­‐4.5   12.2   3.5   9.3   -­‐1.5   9.3  

Ensemble   1189   181.7   -­‐3.9   19.9   2.7   11.2   0.4   14.9  

Comparison  of  Monthly  Mean  Longwave  Fluxes  from    FLASHFlux,  SYN1deg    and  EBAF  to  Ground  Measurements  

Surface  Type   N   Mean    (Wm  -­‐2)  

FLASHFlux   SYN  1deg   EBAF  

Bias    (Wm  -­‐2)  

Random    Error  (Wm  -­‐2)  

Bias    (Wm  -­‐2)  

Random    Error  (Wm  -­‐2)  

Bias    (Wm  -­‐2)  

Random    Error  (Wm  -­‐2)  

Ocean  Buoys   144   381.7   -­‐6.5   6.0   -­‐4.4   4.9   -­‐2.2   5.4  

Coastal   284   347.2   -­‐3.3   11.7   -­‐4.0   11.7   0.7   3.8  

Island   96   409.4   6.3   11.6   3.0   3.3   -­‐0.2   9.0  

Desert   133   331.3   -­‐4.5   8.9   -­‐5.3   10.9   -­‐1.2   10.0  

High  LaTtude   135   198.3   0.8   10.3   3.7   7.6   5.4   8.7  

ConTnental   391   319.3   -­‐8.3   9.4   -­‐6.2   11.6   -­‐4.0   11.4  

Ensemble   1183   329.0   -­‐3.8   11.5   -­‐3.0   9.6   -­‐0.6   11.1  

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EBAFEnsemble

N = 1189Bias = -3.9 W m-2

R.E. = 19.9 W m-2

N = 1189Bias = 2.7 W m-2

R.E. = 11.2 W m-2

N = 1189Bias = 0.4 W m-2

R.E. = 14.9 W m-2

Acknowledgements: This work was funded by the NASA CERES Project, Norman Loeb PI. Data were obtained from the NASA Langley Research Center Atmospheric Science Data Center. Thanks go to John Kusterer, Tonya Davenport, Don Land and Fenny Wang for data production."

https://ntrs.nasa.gov/search.jsp?R=20160006700 2018-08-01T22:19:10+00:00Z

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