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titleClick here to expand the list of related documents (D1-D10)


Reference ID

Document

D1

C3S Lot 1 contract (2018/C3S_312b_Lot1_DWD/SC1)

D2

[GCOS-154] Systematic Observation Requirements for Satellite-based Products for Climate Supplemental details to the satellite-based component of the Implementation Plan for the Global Observing System for Climate in Support of the UNFCCC, 2011 Update, December 2011. World Meteorological Organization, Geneva, Switzerland. Available from https://library.wmo.int/doc_num.php?explnum_id=3710 .

D3

[GCOS-200] The Global Observing system for climate: Implementation needs, 2016, World Meteorological Organization, Geneva, Switzerland. Available from http://www.wmo.int.

D4

CM SAF CDOP2 Product Requirement Document, SAF/CM/DWD/PRD, v3.7

Available from:

https://www.cmsaf.eu/SharedDocs/Literatur/document/2020/saf_cm_dwd_prd_3_7_pdf.pdf?__blob=publicationFile&v=2

D5

CLARA-A2.1 Product User Manual, Cloud products, SAF/CM/DWD/PUM/GAC/CLD, v2.6, 15.05.2020. Available from:

https://www.cmsaf.eu/SharedDocs/Literatur/document/2020/saf_cm_dwd_pum_gac_cld_2_6_pdf.html

D6

Validation Report, AVHRR GAC cloud products, Edition 2.1,  SAF/CM/DWD/VAL/GAC/CLD/2.6, 15.05.2020. Available from:

D7

Algorithm Theoretical Baseline Document CLARA-A2 Cloud Products; SAF/CM/DWD/ATBD/CLARA/CLD/2.5, 13.02.2020. Available from:

https://www.cmsaf.eu/SharedDocs/Literatur/document/2020/saf_cm_dwd_atbd_gac_cld_2_5_pdf.pdf?__blob=publicationFile

D8

Algorithm Theoretical Baseline Document Cloud Mask Products (NWC SAF PPS v2014); SAF/CM/SMHI/ATBD/CMA_AVHRR/2.1, 15.05.2020. Available from:

https://www.cmsaf.eu/SharedDocs/Literatur/document/2020/saf_cm_smhi_atbd_gac_cma_avhrr_2_1_pdf.html

D9

Algorithm Theoretical Baseline Document Cloud Top Height Products (NWC SAF PPS v2014); SAF/CM/SMHI/ATBD/CTX_AVHRR/2.1, 15.05.2020. Available from:

https://www.cmsaf.eu/SharedDocs/Literatur/document/2020/saf_cm_smhi_atbd_gac_ctx_avhrr_2_1_pdf.html  

D10

Algorithm Theoretical Baseline Document Cloud Physical Products (NWC SAF PPS v2014); SAF/CM/SMHI/ATBD/CPP_AVHRR, 15.05.2020. Available from:

https://www.cmsaf.eu/SharedDocs/Literatur/document/2020/saf_cm_smhi_atbd_gac_cpp_avhrr_2_1_pdf.html

D11

Report on Updated KPIs, C3S_D312b_Lot1.0.4.8_201903_Updated_KPIs_v1.0

D12

ESA Cloud CCI Product User Guide, v.5.1, 16.01.2020. Available from:

httphttps://wwwclimate.esa-cloud-cci.orgint/sites/default/files/upload//Cloud_cci_D3.3_media/documents/Cloud_Product-User-Guide-PUG_v5.1.pdf

D13

ESA Cloud CCI Product Validation and Intercomparison Report, v.6.0, 03.02.2020. Available from:

httphttps://wwwclimate.esa-cloud-cci.orgint/sites/default/files/upload/Cloud_cci_D4.1_media/documents/Cloud_Product-Validation-and-Intercomparison-Report-PVIR_v6.10.pdf

D14

ESA Cloud CCI Algorithm Theoretical Basis Document, v.6.2, 14.10.2019. Available from:

httphttps://wwwclimate.esa-cloud-cci.orgint/sites/default/files/uploadmedia/documents/Cloud_cci_D2.1_Algorithm-Theoretical-Baseline-Document-ATBD_v6.2.pdf

D15

ESA Cloud CCI Algorithm Theoretical Basis Document: Community Cloud retrieval for Climate (CC4Cl), v.6.2, 18.10.2019. Available from:

httphttps://wwwclimate.esa-cloud-cci.orgint/sites/default/files/uploadmedia/documents/Cloud_CCI_D2.1a3_ATBDAlgorithm-Theoretical-Baseline-Document-ATBD-CC4CL_v6.2_cc4cl.pdf


Acronyms

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Acronym

Definition

(A)ATSR

(Advanced) Along Track Scanning Radiometer; used here to refer to the ATSR-2 and AATSR instruments collectively

AHI

Advanced Himawari Imager (on Japanese geostationary satellite Himawari)

ANN

Artificial Neural Network

AVHRR

Advanced Very High Resolution Radiometer

BC-RMSD

Bias corrected RMSD (equal to cRMSD)

BRDF

Bidirectional Reflectance Distribution Function

CA

Cloud Amount

CALIOP

Cloud-Aerosol Lidar with Orthogonal Polarization

CALIPSO

Cloud-Aerosol Lidar and Infrared Pathfinder Satellite Observations

CC4Cl

Community Cloud retrieval for Climate

CCI

Climate Change Initiative (ESA)

CCI+

Follow-on project of ESA's Climate Change Initiative

CDR

Climate Data Record

CECR

Comprehensive Error Characterisation (ESA Cloud CCI)

CEOS

Committee on Earth Observation Satellites

CER

Cloud Effective Radius

CFC

Cloud Fractional Cover (similar to CA)

CGMS

Coordination Group for Meteorological Satellites

CIMSS

Cooperative Institute for Meteorological Satellite Studies

CLARA-A2

CM SAF Cloud, Albedo and Radiation data record – AVHRR-based, Edition 2

CLARA-A3

CM SAF Cloud, Albedo and Radiation data record – AVHRR-based, Edition 3

Cloud_cci

ESA's Climate Change Initiative on Clouds

Cloud CCI+

Extension of Cloud_cci project

CM SAF

Satellite Application Facility on Climate Monitoring

COT

Cloud Optical Thickness

cRMSD

Centered RMSD (or BC-RMSD)

CTH

Cloud Top Height

CTP

Cloud Top Pressure

CTT

Cloud Top Temperature

C3S

Copernicus Climate Change Service

DLR

Deutsches Zentrum für Luft- und Raumfahrt (German Aerospace Center)

DWD

Deutscher Wetterdienst (Germany's National Meteorological Service)

EarthCARE

Earth Clouds, Aerosols and Radiation Explorer (ESA)

ECMWF

European Centre for Medium-range Weather Forecasts

ECV

Essential Climate Variable

ENVISAT

Environmental Satellite (ESA)

EPS-SG

EUMETSAT Polar System - Second Generation

ERA-Interim

A global atmospheric reanalysis produced by the European Centre for Medium‐Range Weather Forecasts

ESA

European Space Agency

EUMETSAT

European Organization for the Exploitation of Meteorological Satellites

FCDR

Fundamental Climate Data Record

FCI

Flexible Combined Imager (EUMETSAT)

FDR

Fundamental Data Record

FIDUCEO

Fidelity and uncertainty in climate data records from Earth Observations

Fy-3D

Feng-Yun-3D, a Chinese polar orbiting satellite

GAC

Global Area Coverage (AVHRR)

GCOS

Global Climate Observing System

GEO

Group on Earth Observations

GOES

Geosynchronous Operational Environmental Satellite (USA)

GSICS

Global Space-based Inter-Calibration System

HIRS

High-resolution Infrared Radiation Sounder

IFS

Integrated Forecast System (ECMWF)

ISCCP

International Satellite Cloud Climatology Project (NCEI)

IWP

Ice Water Path

JPSS

Joint Polar Satellite System

KNMI

The Meteorological Institute of the Netherlands

KPI

Key Performance Indicator

LEO

Low Earth Orbit

LWP

Liquid Water Path

LTDN

Local Time on Descending Node

LUT

Lookup Table

METEOSAT

Meteorological geostationary satellite (EUMETSAT)

MERIS

Medium Resolution Imaging Spectrometer (on ENVISAT)

MERSI

Medium Resolution Spectral Imager

METimage

Meteorological Imager

Metop

Meteorological Operational Satellite

MODIS

Moderate-resolution Imaging Spectroradiometer

MSG

METEOSAT Second Generation (EUMETSAT)

MSR

Multi Sensor Reanalysis

MTG

METEOSAT Third Generation (EUMETSAT)

NASA

National Aeronautics and Space Administration

NCEI

National Center for Environmental Information (USA)

NEODC

UK National Earth Observation Data Centre

netCDF

Network Common Data Format

NISE

Near-real-time Ice and Snow Extent product

NOAA

National Oceanic and Atmospheric Administration

NWC SAF

Satellite Application Facility on Support to Nowcasting and Very Short Range Forecasting

NWP

Numerical Weather Prediction

OLCI

Ocean and Land Colour instrument (Sentinel-3 satellite)

ORAC

Optimal Retrieval of Aerosol and Cloud

OSI SAF

Satellite Application Facility on Ocean and Sea Ice

OSCAR

Observing Systems Capability Analysis and Review Tool (WMO)

PATMOS-x

Pathfinder Atmospheres - Extended

PPS

Polar Platform System

RMSD

Root Mean Square Deviation

RTTOV

Radiative Transfer for the Television and Infrared Observation Satellite Operational Vertical Sounder

S3VT

Sentinel-3 Scientific Validation Team

SCM-5

5th project within SCOPE-CM: Advancing the status of the AVHRR FCDR

SCOPE-CM

Sustained, Coordinated Processing of Environmental Satellite Data for Climate Monitoring

SEVIRI

Spinning Enhanced Visible and Infrared Imager (EUMETSAT)

SLSTR

Sea and Land Surface Temperature Radiometer

SMHI

Swedish Meteorological and Hydrological Institute

Suomi-NPP

Suomi National Polar-orbiting Partnership

TCDR

Thematic Climate Data Record

TOA

Top of atmosphere

TRGAD

Target Requirements and Gap Analysis Document

USGS

United States Geological Survey

VGAC

VIIRS data resampled to AVHRR GAC resolution

VIIRS

Visible Infrared Imaging Radiometer Suite

WCRP

World Climate Research Programme

WMO

World Meteorological Organization


...

This document provides relevant information on requirements and gaps for the TCDR AVHRR CLARA v2.0 Cloud Properties product (known as CLARA-A2.1) and its associated ICDR v2.x, and the Cloud-CCI (A)ATSR CC4CL/ORAC v3.0 cloud properties TCDR. It is divided into three parts. Part 1 describes the products the present document refers to. Part 2 provides the target requirements for the products. Part 3 provides a past, present, and future gap analysis for the products and covers both gaps in the data availability and scientific gaps that could be addressed by further research activities (outside C3S).

Executive summary

The products associated with the AVHRR CLARA v2.0 Cloud Properties TCDR are described together with their target requirements. For the four cloud products cloud fractional cover (CFC), cloud top pressure (CTP), liquid water path (LWP) and ice water path (IWP) the mean error requirements are 5 %, 50 hPa, 10 gm-2 and 20 gm-2, respectively. Corresponding stability requirements are 2 % per decade, 20 hPa per decade, 3 gm-2 per decade and 6 gm-2 per decade, respectively.
Key Performance Indices (KPIs) for ICDR products to be produced for the extension of the TCDR have been defined using MODIS Level 3 products as reference observations. The KPI test is based on a binomial test against low (2.5%) and high (97.5%) percentiles of the MODIS-CLARA difference distribution. The low and high percentiles are given in the following table:

Variable

KPI: lower percentile
(2.5 %)

KPI: higher percentile
(97.5 %)

CFC

-0.718 %

0.576 %

CTP

-7.036 hPa

4.353 hPa

LWP

-0.0021 g/m²

0.0022 g/m2

IWP

-0.0031 g/m²

0.0021 g/m²

...

Variable

KPI: lower percentile
(2.5 %)

KPI: higher percentile
(97.5 %)

CFC

-0.718 %

0.576 %

CTP

-7.036 hPa

4.353 hPa

LWP

-0.0021 g/m²

0.0022 g/m2

IWP

-0.0031 g/m²

0.0021 g/m²

These percentiles are used to check, by means of a binomial test at 5 % significance level, whether the corresponding ICDR differences are consistent with the TCDR differences or not. Further details on these tests are found in the Report on Updated KPIs' (D11).

2.1.5 Discussion of requirements with respect to GCOS and other requirements

...

Anchor
table3_1
table3_1
Table 3-1: Spectral channels of the Advanced Very High Resolution Radiometer (AVHRR). The three different versions of the instrument are described as well as their corresponding satellites. Notice that channel 3A was only used continuously on NOAA-17 and on the Metop satellites. For the other satellites with AVHRR/3 it was used only for shorter periods. (Table taken from reference document D5 but extended with information on satellites Tiros-N and Metop-C).

Channel Number

Wavelength(micrometers)AVHRR/1 Tiros-N,NOAA-6,8,10

Wavelength(micrometers)AVHRR/2 NOAA-7,9,11,12,14

Wavelength(micrometers)AVHRR/3 NOAA-15,16,17,18NOAA-19, Metop-A, Metop-B, Metop-C

1

0.58-0.68

0.58-0.68

0.58-0.68

2

0.725-1.10

0.725-1.10

0.725-1.10

3A

-

-

1.58-1.64

3B

3.55-3.93

3.55-3.93

3.55-3.93

4

10.50-11.50

10.50-11.50

10.50-11.50

5

Channel 4 repeated

11.50-12.50

11.50-12.50

Anchor
table3_2
table3_2
Table 3-2: Channel 3A and 3B activity for the AVHRR/3 instruments during daytime. Notice that the given time periods show the availability in the CLARA TCDR v2.0 and not the true lifetime of the individual sensor/satellite. The table is taken from reference document D5 (slightly modified with respect to end of data record).

...


Figure 3-2: Overview of all NOAA satellites (except NOAA-19 launched in 2009) carrying the AVHRR instrument. Notice that the figure only shows expected operational life and not the true operation periods for individual AVHRR instruments. The latter are shown in Figure 3-3. (From https://www.nesdis.noaa.gov/content/noaa-15-makes-100-thousandth-orbit).

Anchor
figure3_3
figure3_3

Figure 3-3: Overview of operation times for the AVHRR instrument on individual satellites from NOAA-6 in 1979 until 2018, although not including Metop-C being launched in November 2018. (From https://www.dlr.de/eoc/en/desktopdefault.aspx/tabid-9136/19476_read-45195/)

...