16
1 UMD-ESSIC Cooperate Institute Of Satellite Earth System Studies (CISESS) 2 NOAA NESDIS Center For Satellite Applications And Research 3 NASA Marshall Space Flight Center 4 USDA-ARS Hydrology And Remote Sensing Laboratory Evapotranspiration Data Product from NESDIS GET-D System Upgraded for GOES-16 ABI Observations CISESS Science Meeting, UMD, 2019 Li Fang 1,2,* , Xiwu Zhan 2 , Mitchell Schull 1,2 , Jifu Yin 1,2 , Satya Kalluri 2 Peng Yu 1,2 , Istvan Laszlo 2 Corinne Carter 1,2 Christopher Hain 3 Martha Anderson 4

Evapotranspiration Data Product from NESDIS GET-D System … · 2019-12-06 · UMD CISESS NOAA NESDIS-STAR 1 UMD - ESSIC Cooperate Institute Of Satellite Earth System Studies (CISESS)

  • Upload
    others

  • View
    2

  • Download
    0

Embed Size (px)

Citation preview

Page 1: Evapotranspiration Data Product from NESDIS GET-D System … · 2019-12-06 · UMD CISESS NOAA NESDIS-STAR 1 UMD - ESSIC Cooperate Institute Of Satellite Earth System Studies (CISESS)

NOAA NESDIS-STARUMD CISESS

1 U M D - E S S I C C o o p e r a t e I n s t i t u t e O f S a t e l l i t e E a r t h S y s t e m S t u d i e s ( C I S E S S )2 N O A A N E S D I S C e n t e r F o r S a t e l l i t e A p p l i c a t i o n s A n d R e s e a r c h3 N A S A M a r s h a l l S p a c e F l i g h t C e n t e r4 U S D A - A R S H y d r o l o g y A n d R e m o t e S e n s i n g L a b o r a t o r y

Evapotranspiration Data Product from NESDIS GET-D System Upgraded for GOES-16 ABI

Observations

CISESS Science Meeting, UMD, 2019

Li Fang 1,2,*, Xiwu Zhan 2, Mitchell Schull 1,2, Jifu Yin 1,2, Satya Kalluri 2

Peng Yu 1,2, Istvan Laszlo 2Corinne Carter 1,2

Christopher Hain 3Martha Anderson 4

Page 2: Evapotranspiration Data Product from NESDIS GET-D System … · 2019-12-06 · UMD CISESS NOAA NESDIS-STAR 1 UMD - ESSIC Cooperate Institute Of Satellite Earth System Studies (CISESS)

NOAA NESDIS-STARUMD CISESS

Background & Objectives

Accurate estimates ofevapotranspiration (ET) arecritical for numerical weather andclimate prediction models

GOES Imager-based ET andDrought (GET-D) product systemhas been operational sinceSeptember 2016

Continuation of GET-D operationusing the current high-resolutionGOES-R series satellites is in highdemand

GET-D system will be upgradedto ingest ABI from GOES- 16 andGOES 17

2 / 15

Page 3: Evapotranspiration Data Product from NESDIS GET-D System … · 2019-12-06 · UMD CISESS NOAA NESDIS-STAR 1 UMD - ESSIC Cooperate Institute Of Satellite Earth System Studies (CISESS)

NOAA NESDIS-STARUMD CISESS

Outline

Background & Objectives Theoretic Basis of ALEXI Model Upgraded GET-D System ET product & Product Consistency Validation Summary & Future work

3 / 15

Page 4: Evapotranspiration Data Product from NESDIS GET-D System … · 2019-12-06 · UMD CISESS NOAA NESDIS-STAR 1 UMD - ESSIC Cooperate Institute Of Satellite Earth System Studies (CISESS)

NOAA NESDIS-STARUMD CISESS

Theoretic Basis-ALEXI Model

Atmosphere-Land Exchange Inversion (ALEXI) model exploits the mid-morningrise in LST from GOES to deduce the land surface fluxes, includingevapotranspiration (ET)

Implementation of the two-source energy balance model which balancescomponents of energy budgets for the soil and canopy components separately

From Martha Anderson

4 / 15

Anderson et al. 1997, 2007

Page 5: Evapotranspiration Data Product from NESDIS GET-D System … · 2019-12-06 · UMD CISESS NOAA NESDIS-STAR 1 UMD - ESSIC Cooperate Institute Of Satellite Earth System Studies (CISESS)

NOAA NESDIS-STARUMD CISESS

Upgraded GET-D System for GOES-16

Background

ALEXI

GET-D

ET product

Validation

Summary & Future work

5 / 15

Page 6: Evapotranspiration Data Product from NESDIS GET-D System … · 2019-12-06 · UMD CISESS NOAA NESDIS-STAR 1 UMD - ESSIC Cooperate Institute Of Satellite Earth System Studies (CISESS)

NOAA NESDIS-STARUMD CISESS

System Inputs of Upgraded GET-D

Background

ALEXI

GET-D

ET product

Validation

Summary & Future work

6 / 15

Page 7: Evapotranspiration Data Product from NESDIS GET-D System … · 2019-12-06 · UMD CISESS NOAA NESDIS-STAR 1 UMD - ESSIC Cooperate Institute Of Satellite Earth System Studies (CISESS)

NOAA NESDIS-STARUMD CISESS

System Outputs of Upgraded GET-D

Background

ALEXI

GET-D

ET product

Validation

Summary & Future work

7 / 15

Page 8: Evapotranspiration Data Product from NESDIS GET-D System … · 2019-12-06 · UMD CISESS NOAA NESDIS-STAR 1 UMD - ESSIC Cooperate Institute Of Satellite Earth System Studies (CISESS)

NOAA NESDIS-STARUMD CISESS

ET from GET-D Based on GOES-16 ABI Data

8 / 15

Page 9: Evapotranspiration Data Product from NESDIS GET-D System … · 2019-12-06 · UMD CISESS NOAA NESDIS-STAR 1 UMD - ESSIC Cooperate Institute Of Satellite Earth System Studies (CISESS)

NOAA NESDIS-STARUMD CISESS

ET from GET-D Based on GOES-16 ABI Data

GOES-16 based 8 km; aggregated from 2kmGOES-13/15 based -- 8 km

GOES-16 based -- 2 km

9 / 15

Page 10: Evapotranspiration Data Product from NESDIS GET-D System … · 2019-12-06 · UMD CISESS NOAA NESDIS-STAR 1 UMD - ESSIC Cooperate Institute Of Satellite Earth System Studies (CISESS)

NOAA NESDIS-STARUMD CISESS

ET from GET-D Based on GOES-16 ABI Data

GOES-13/15 based -- 8 km GOES-16 based 8 km; aggregated from 2km

GOES-16 based -- 2 km

10 / 15

Page 11: Evapotranspiration Data Product from NESDIS GET-D System … · 2019-12-06 · UMD CISESS NOAA NESDIS-STAR 1 UMD - ESSIC Cooperate Institute Of Satellite Earth System Studies (CISESS)

NOAA NESDIS-STARUMD CISESS

ET from GET-D Based on GOES-16 ABI Data

GOES-13/15 based -- 8 km

GOES-16 based -- 2 km

GOES-16 based 8 km; aggregated from 2km

11 / 15

Page 12: Evapotranspiration Data Product from NESDIS GET-D System … · 2019-12-06 · UMD CISESS NOAA NESDIS-STAR 1 UMD - ESSIC Cooperate Institute Of Satellite Earth System Studies (CISESS)

NOAA NESDIS-STARUMD CISESS

ET from GET-D Based on GOES-16 ABI Data

GOES-13/15 based -- 8 km GOES-16 based 8 km; aggregated from 2km

GOES-16 based -- 2 km

12 / 15

Spatial correlation over CONUS domain is

0.946CONSISTENT!

Page 13: Evapotranspiration Data Product from NESDIS GET-D System … · 2019-12-06 · UMD CISESS NOAA NESDIS-STAR 1 UMD - ESSIC Cooperate Institute Of Satellite Earth System Studies (CISESS)

13 / 15

Validation over MEAD, NE

1km

Suyker, A.E.; Verma, S.B. Coupling of carbon dioxide and water vapor exchanges of irrigated and rainfed maize–soybean cropping systems and water productivity. Agric.For. Meteorol. 2010, 150, 553–563.Agricultural Research and Development Center, University of Nebraska.

Page 14: Evapotranspiration Data Product from NESDIS GET-D System … · 2019-12-06 · UMD CISESS NOAA NESDIS-STAR 1 UMD - ESSIC Cooperate Institute Of Satellite Earth System Studies (CISESS)

NOAA NESDIS-STARUMD CISESS

Validation over MEAD sites, NE

Background

ALEXI

GET-D

ET product

Validation

Summary & Future work

14 / 15

Error statistics of GET-D ET estimates (mm/day)validated against in situ measurements in MEAD, NE

GOES-16 based

GOES-13 based

Page 15: Evapotranspiration Data Product from NESDIS GET-D System … · 2019-12-06 · UMD CISESS NOAA NESDIS-STAR 1 UMD - ESSIC Cooperate Institute Of Satellite Earth System Studies (CISESS)

NOAA NESDIS-STARUMD CISESS

GET-D is upgraded successfully togenerate ET at 2km spatial resolutionusing GOES-16 ABI observations

Upgraded ET product is validatedagainst independent data sets (MEADin situ observations)

GOES-16 based ET product isconsistent with current operationalGOES-13 based product

GOES-16 based GET-D ET has finerspatial resolution (2km vs 8km) andhigher correlation with in situ ETmeasurements compared to GOES-13based one

Summary

15 / 15

GOES-17 ABI data will be tested withthe upgraded GET-D software

Combined GOES-16 and -17 ABIobservations will be used in thesystem

Comprehensive validation of ETfrom the upgraded GET-D systemwith more in situ measurements

Build GOES-16/17 based ETclimatology together with the legacyGOES-13/15 ET

Evaporative Stress Index (ESI) will becomputed from the GET-D ET and itsclimatology for drought monitoring

Conclusion Future Work

Page 16: Evapotranspiration Data Product from NESDIS GET-D System … · 2019-12-06 · UMD CISESS NOAA NESDIS-STAR 1 UMD - ESSIC Cooperate Institute Of Satellite Earth System Studies (CISESS)

NOAA NESDIS-STARUMD CISESS

Evapotranspiration Data Product from NESDIS GET-D System Upgraded for GOES-16 ABI Observations

Li Fang *, Xiwu Zhan, Mitchell Schull, Satya KalluriIstvan Laszlo, Peng Yu, Corinne Carter

Christopher Hain, Martha Anderson

Li Fang [email protected]

Acknowledgments: Research reported in this paper was supported by the NOAA NESDIS GOES-R Risk Reduction (GOES-R3) program for project #488

The end