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Table 1: Summary of variables and definitions

Variables

Abbreviation

Definition

Surface incoming solar radiation

SIS

The total incoming solar flux, measured at the Earth’s surface.

Surface reflected solar radiation

SRS

The total upwelling shortwave flux, measured at the Earth’s surface.

Surface net solar radiation

SNS

The net downwelling solar flux, measured at the surface (equal to SIS – SRS).

Surface downwelling longwave radiation

SDL

 

The total downwelling thermal infrared flux, measured at the Earth’s surface.

Surface outgoing longwave radiation

 

SOL

 

The total upwelling thermal infrared flux, measured at the Earth’s surface.

Surface net longwave radiation

SNL

The net downwelling thermal infrared flux, measured at the Earth’s surface (equal to SDL-SOL).

Total surface radiation budget

SRB

The total net downwelling radiative flux, measured at the Earth’s surface (equal to (SIS+SDL) – (SRS+SOL)).

Table 2: Definition of processing levels

Processing level

Definition

Level-1b

The full-resolution geolocated radiometric measurements (for each view and each channel), rebinned onto a regular spatial grid.

Level-2 (L2)

Retrieved cloud variables at full input data resolution, thus with the same resolution and location as the sensor measurements (Level-1b).

Level-3C (L3C)

Cloud properties of Level-2 orbits of one single sensor combined (averaged) on a global spatial grid. Both daily and monthly products provided through C3S are Level-3C.

Table 3: Definition of various technical terms used in the document

Jargon

Definition

Brokered product

The C3S Climate Data Store (CDS) provides both data produced specifically for C3S and so-called brokered products. The latter are existing products produced under an independent programme or project which are made available through the CDS.

Climate Data Store (CDS)

The front-end and delivery mechanism for data made available through C3S.

Near-real-time (NRT)

Data which is provided within a short time window (often taken to be three hours, but there is no fixed definition) of the measurement. NRT data is often supplanted by a subsequent data stream, which is subjected to more rigorous  data quality checks.

BUGSrad

The broad-band radiative transfer software used to generate the radiative flux values that make up the SRB CDR.

Radiative transfer

The mathematical modelling of the interaction of electromagnetic radiation with some medium – in this case solar and thermal-infrared radiation passing through the Earth’s atmosphere.

Retrieval

A numerical data analysis scheme which uses some form of mathematical inversion to derive physical properties from some form of measurement. In this case, the derivation of cloud properties from satellite measured radiances.

Forward model

A deterministic model which predicts the measurements made of a system, given its physical properties. The forward model is the function which is mathematically inverted by a retrieval scheme. In this case, the forward model predicts the radiances measured by a satellite instrument as a function of atmospheric and surface state, and cloud properties.

TCDR

It is a consistently-processed time series of a geophysical variable of sufficient length and quality.

ICDR

An Interim Climate Data Record (ICDR) denotes an extension of TCDR, processed with a processing system as consistent as possible to the generation of TCDR.

CDR

A Climate Data Record (CDR) is defined as a time series of measurements with sufficient length, consistency, and continuity to determine climate variability and change.

Scope of the document

This Algorithm Theoretical Basis Document (ATBD) is Associated with the CDS catalogue entry: Surface radiation budget from 1982 to present derived from satellite observations. The ATBD describes the algorithm used to generate the Climate Data Record (CDR) on Surface Radiation Budget, which is a brokered service from ESAs Cloud_cci, and its extension with an interim-CDR (ICDR) derived from the Sea and Land Surface Temperature Radiometer (SLSTR).

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Table 1-1: The specifications of the (A)ATSR (i.e. ATSR-2 and AATSR) instruments.

 

Capability

(A)ATSR Specifications

Swath

Nadir view

512 km

Oblique view

512 km

Global Coverage Revisit Times


3-4 day (mean)

Spatial Sampling interval at Sub-satellite point (km)

VIS-SWIR

1 km

IR

1 km

Spectral channel centre (µm)

VIS

0.554 (Ch1); 0.659 (Ch2) 0.865 (Ch3)

SWIR

1.61 (Ch4)

MWIR/TIR

3.70 (Ch5); 10.85 (Ch6); 12.00 (Ch7)

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Figure 12: Time coverage of ATSR-2, AATSR and SLSTR at the time of writing.

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Table 1-2: The orbital characteristics of the ERS-2, ENVISAT and Sentinel-3 satellites.

Platform

Altitude (km)

Inclination

Period (min)

Repeat Cycle (days)

Ground-track deviation

Local Time at Descending node

ERS-2

780

98.5°

100

35


10:30

ENVISAT

799.8

98.55°

100.59

35


10:00

Sentinel-3

814.5

98.65°

100.99

27

±1 km

10:00

The SLSTR instrument is described in detail by the Sentinel-3 SLSTR User Guide (see References), but an overview of its specifications is given in Table 1-3.

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Table 1-3: The specifications of the SLSTR instruments (taken from the SLSTR User Guide (see References)).

 

Capability

SLSTR Specifications

Swath

Nadir view

1,400 km

Oblique view

740 km

Global Coverage Revisit Times

(nadir view)

1 satellite


1 day (mean)

2 satellites

0.5 day (mean)

Spatial Sampling interval at Sub-satellite point (km)

VIS-SWIR

0.5 km

IR-Fire

1 km

Spectral channel centre (µm)

VIS

0.554 (S1); 0.659 (S2) 0.868 (S3)

SWIR

1.374 (S4); 1.613 (S5); 2.25 (S6)

MWIR/TIR

3.742 (S7); 10.85 (S8); 12.02 (S9)

Fire ½

3.742 (F1); 10.85 (F2)

Radiometric Resolution

VIS (Albedo =0.5%)

Signal-to-Noise Ratio (SNR) > 20

SWIR (Albedo =0.5%)

Signal-to-Noise Ratio (SNR) > 20

MWIR (T =270K)

NEΔT < 80 mK

TIR (T=270K)

NEΔT < 50 mK

Fire 1 (<500 K)

NEΔT < 1 K

Fire 2 (<400 K)

NEΔT < 0.5 K

Radiometric Accuracy

VIS-SWIR (Albedo = 2-100%)

< 2% (Beginning of Life)

<5% (End of Life)

MWIR –TIR
(265 – 310 K)

< 0.2 K (0.1 K goal)

Fire (< 500 K)

< 3 K

2. Input and auxiliary data

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Table 2-1: (A)ATSR and SLSTR channels used to produce the Cloud_cci Surface Radiation Budget v3.0 Thematic-CDR (TCDR ) and SLSTR v3.x and v4.0 ICDR

(A)ATSR Channel number

SLSTR Band name

Nominal wavelength

2

S2

0.67 μm

3

S3

0.87 μm

4

S5

1.6 μm

6

S8

10.8 μm

7

S9

12.0 μm

In addition to (A)ATSR or SLSTR level 1 data, the CC4CL retrieval scheme also relies on a range of auxiliary datasets, which are detailed in Table 2‑2.

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Table 2-2: Auxiliary data used in generating the Cloud_cci TCDR and SLSTR ICDR Surface Radiation Budget products.

Dataset

Description

ECMWF ERA-Interim

ECMWF reanalysis products provide pressure, temperature, humidity and ozone profiles, as well a priori surface temperature, sea ice extent and near-surface wind speed for ocean surface reflectance calculation.

MODIS MCD43A12 V006

The MODIS BRDF product provides land-surface reflectance.

IREMIS UW Baseline Fit

The Global Infrared Land Surface Emissivity (IREMIS) University of Wisconsin-Madison Baseline Fit to the MODIS MOD11 emissivity product provides land-surface emissivity.

RTTOV

The standard coefficient and database files provided with RTTOV v 12.1 are used, where not superseded by other auxiliary data (as is the case with the emissivity and surface reflectance atlases)

SOHO and SORCE

Up until September 2019, information on incoming total solar irradiance (TSI) is supplied by the Solar and Heliospheric Observatory (SOHO) and SOlar Radiation and Climate Experiment (SORCE) satellite records.

NOAA daily TSI CDR and TSIS

From September 2019 on, information on incoming total solar irradiance is supplied by the Total Solar Irradiance CDR produced by NOAA, with measurements from the Total and Spectral Solar Irradiance Sensor (TSIS) on the International Space Station being used for dates too recent to be covered by the NOAA CDR.

Further details of the input and auxiliary data used are provided in the Cloud_cci CC4CL ATBD [D4], Section 3. Full details of input data to the BRFR module are given in Section 2.1 of the BRFR ATBD [D4].

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Table 3-1: Inputs to the BRFR module. Cloud properties are only required where the cloud-type is not set to clear. Conversely, aerosol optical depth is only utilized for clear pixels.

BUGSrad input

Data source

Total solar irradiance (TSI)

SOHO and SORCE, or

NOAA daily TSI CDR and TSIS

Solar zenith angle

ORAC output (from L1 data)

Direct and diffuse albedo of the surface (visible and near-IR)

Pre-processor output

Surface temperature

Pre-processor output (ERA5)

Cloud type (clear-sky, liquid water cloud or ice cloud)

ORAC output

Cloud-top height

ORAC output

Cloud optical depth (at 550 nm)

ORAC output

Cloud effective radius

ORAC output

Profiles of temperature, pressure, humidity and ozone-concentration, as a function of height.

Pre-processor output (ERA5)

Aerosol optical depth (optional)

Aerosol_cci L2, C3S aerosol L2 or MODIS L2.


Info
iconfalse

4 C3S does provide SLSTR aerosol products, including one derived using ORAC, but the difference in nadir and oblique swath widths in SLSTR means that aerosol properties are not available for the full swath of the cloud retrievals.

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Table 4-1: The data variables included in the Cloud_cci TCDR and SLSTR ICDR Surface Radiation Budget files brokered to, or produced for, the CDS.

Property

Unit

Variable name

Comment

Latitude

Degrees North

lat

Values correspond to grid centres (-89.75°, -89.25°, -88.75°, …, 89.75°)

Longitude

Degrees East

lon

Values correspond to grid centres (-179.75°, -179.25°, -178.75°, …, 179.75°)

Cloud pixel count

-

pixel_count

The number of level 2 cloud pixels included in the averaging (NB. Does not include number of Aerosol_cci pixels included).

Surface incoming solar radiation

Wm-2

sis


Standard deviation in sis

Wm-2

sis_std

The spatial-temporal standard deviation in the level 2 sis values over the month and grid-cell, if available.

Surface reflected solar radiation

Wm-2

srs


Standard deviation in srs


srs_std

See sis_std.

Surface net solar radiation

Wm-2

sns

Equivalent to "Surface ERB shortwave" GCOS ECV.

Standard deviation in sns


sns_std

See sis_std.

Surface downwelling longwave radiation

Wm-2

sdl


Standard deviation in sdl


sdl_std

See sis_std.

Surface outgoing longwave radiation

Wm-2

sol


Standard deviation in sol


sol_std

See sis_std.

Surface net longwave radiation

Wm-2

snl

Equivalent to "Surface ERB longwave" GCOS ECV and calculated as snl = sdl – sol.

Standard deviation in snl


snl_std

See sis_std.

Total surface radiation budget

Wm-2

srb

Calculated as srb = (sis + sdl) - (srs + sol).

Standard deviation in srb


srb_std

See sis_std.

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Table 4-2: List of global attributes included in the Cloud_cci TCDR and SLSTR ICDR Surface Radiation Budget files brokered to, or produced for, the CDS.

Attribute name

Description

title

Descriptive title of the file contents

project

"Climate Change Initiative-European Space Agency" or "Copernicus Climate Change Service"

product_version

The version number of the product

conventions

Lists the naming and meta data conventions used

standard_name_vocabulary

Defines the standard name convention used

institution

The source institution of the data

source

The source (level 1) data used in the product

geospatial_lon_resolution

The grid spacing in the longitude axis

geospatial_lat_resolution

The grid spacing in the latitude axis

geospatial_lon_min

The minimum longitude covered by the product

geospatial_lon_max

The maximum longitude covered by the product

geospatial_lat_min

The minimum latitude covered by the product

geospatial_lat_max

The maximum latitude covered by the product

spatial_resolution

Alternative description of the spatial grid used

geospatial_vertical_min

Definition of vertical grid used (0 indicated no vertical grid)

geospatial_vertical_max

Definition of vertical grid used (0 indicated no vertical grid)

platform

Satellite platform from which observations originated

sensor

Satellite sensor which made the observations used

creator_email

contact.c3s312b@stfc.ac.uk

creator_url

www.esa-cloud-cci.org

date_created

ISO date and time string of processing time of the particular file

creator_name

Alternative for institution

time_coverage_duration

ISO time string defining temporal coverage of the product

time_coverage_resolution

ISO time string defining temporal resolution of the product

references

Link to further information about the product

history

Brief description of provenance of the product

summary

Brief description of product contents

keywords

List of keywords (for data discovery)

comment

Any further comments on the product not covered by other fields

license

License conditions of the product

cdm_data_type

Common Data Model Data Type used in the NetCDF file

keywords_vocabulary

The standard list from which the keywords have been extracted

naming_authority

ID string of the institution naming product (and contents)

tracking_id

An ISO Universally Unique Identifier (UUID) number for the file

id

A human readable identifier of the product

time_coverage_start

ISO time string of the start of the product's temporal coverage

time_coverage_end

ISO time string of the end of the product's temporal coverage

inputfilelist

List of the primary input files used to create the product

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References

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