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Contributors: A. Velazquez Blazquez (Royal Meteorological Institute of Belgium (RMIB)), N. Clerbaux (Royal Meteorological Institute of Belgium (RMIB)), E. Baudrez (Royal Meteorological Institute of Belgium (RMIB)), S. Dewitte (Royal Meteorological Institute of Belgium (RMIB)), S. Nevens (Royal Meteorological Institute of Belgium (RMIB))

Issued by: RMIB/Clerbaux

Date: 04/12/2020

Ref: C3S_D312b_Lot1.1.5.1-v2.0_202003_ATBD_ECVEarthRadiationBudget_v1.1

Official reference number service contract: 2018/C3S_312b_Lot1_DWD/SC1

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Table of Contents
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History of modifications

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Version

Date

Description of modification

Chapters / Sections

D1.5.3-v1.0

31/01/2020

First version. TCDR v1.0 and ICDR v1.x
TCDR: 1984 - 2016
ICDR: 2016 - 2018

All

D1.5.1-v2.01

30/09/2020

Update to describe changes in the TCDR v2.0 algorithm and data processing
TCDR :1979 – 2018
ICDR: 2018 - 2020

All

D1.5.1-v2.0 rev 1.1

04/12/2020

Added explanation of the overall scaling of the composite

Chapter 3.2.4

1Note: In the contract, this deliverable was originally ATBD - Earth Radiation Budget CERES TCDR v2.0 + ICDR v2.x (OLR, RSF)

List of datasets covered by this document

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Deliverable ID

Product title

Product type (CDR, ICDR)

Version number

Delivery date

D3.3.23-v1.0

Earth Radiation Budget TSI_TOA TCDR v1.0

CDR

V1

31/10/2019

D3.3.23-v1.x

Earth Radiation Budget TSI_TOA ICDR v1.x

ICDR

V1.x

31/03/2020-08/09/2020

D3.3.20_v2.02 

Earth Radiation Budget TSI TOA TCDR v2.0

CDR

v2.0

30/09/2020

2Note: In the contract, this deliverable was originally Dataset - Earth Radiation Budget CERES TCDR v2.0 (OLR, RSF)

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Related documents

Expand
titleClick here to expand the list of related documents (D1-D4)


Reference ID

Document

D1

Dewitte, S. and Nevens, S., 2016. The total solar irradiance climate data record. The Astrophysical Journal, 830(1), p.25.

D2

Dewitte, S. and Clerbaux, N., 2017. Measurement of the earth radiation budget at the top of the atmosphere—a review. Remote Sensing, 9(11), p.1143.

D3

C3S Product User Guide and Specification - Earth Radiation Budget TSI_TOA TCDR v2.0 + ICDR v2.x

C3S_D312b_Lot1.3.8.1-v2.0_202003_PUGS_ECVEarthRadiationBudget_v1.0

D4

C3S Product Quality Assurance Report - Earth Radiation Budget TSI_TOA TCDR v2.0 + ICDR v2.x

C3S_D312b_Lot1.2.5.9-v2.x_202001_PQAR_ECVEarthRadiationBudget_v1.0


Acronyms

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Acronym

Definition

ACRIM

Active Cavity Radiometer Irradiance Monitor

ATBD

Algorithm Theoretical Basis Document

ATLAS

Atmospheric Laboratory for Applications and Science

C3S

Copernicus Climate Change Service

CDR

Climate Data Record

CDS

Climate Data Store

CF

Climate and Forecast

DIARAD

Differential Absolute RADiometer

ECMWF

European Centre for Mediumrange Weather Forecasts

ECV

Essential Climate Variable

ERB

Earth Radiation Budget

ERBE

Earth Radiation Budget Experiment

ERBS

Earth Radiation Budget Satellite

EURECA

European Retrievable Carrier

FY

Feng Yung

GCOS

Global Climate Observing System

ICDR

Interim Climate Data Record

ISP

Solar Constant Gauge

ISS

International Space Station

LASP/TRF

Laboratory for Atmospheric and Space Physics / Total Solar irradiance (TSI) Radiometer Facility

NASA

National Aeronautics and Space Administration

NIST

National Institute of Standards and Technology

NOAA

National Oceanic and Atmospheric Administration

NPL

National Physical Laboratory

PMO

Physikalisches und Meteorologisches Observatorium

PREMOS

Precision Monitor Sensor

RMIB

Royal Meteorological Institute of Belgium

SATIRE

Spectral And Total Irradiance REconstructions

SIM

Solar Irradiance Monitor

SMM

Solar Maximum Mission

SOHO

Solar and Heliospheric Observatory

SOLCON

Solar Constant

SORCE

Solar Radiation and Climate Experiment

SOVA

Solar Variability

SOVIM

Solar Variability Irradiance Monitor

TCDR

Thematic Climate Data Record

TCFM

Temperature Control Flux Monitor

TCTE

Total solar irradiance Calibration Transfer Experiment

TIM

Total Irradiance Monitor

TOA

Top Of Atmosphere

TSI

Total Solar irradiance

TSIS

Total and Spectral Solar Irradiance Sensor

UARS

Upper Atmosphere Research Satellite

VIRGO

Variability of solar IRradiance and Gravity Oscillations

WRC

World Radiation Center


Scope of the document


This document represents the Algorithm Theoretical Basis Document (ATBD) for the generation of a Climate Data record (CDR) of Total Solar Irradiance (TSI) for the Copernicus Climate Change Service (C3S).
The aim of an ATBD is to describe the algorithms used to generate the product(s), including the scientific justification for the algorithms selected to derive the product, an outline of the proposed approach and a listing of the assumptions and limitations of the algorithm.

Executive summary

The Total Solar Irradiance (TSI) quantifies the amount of solar energy that is received by the Earth.

TSI is defined as the amount of solar power that reaches the Earth’s top of the atmosphere per unit surface perpendicular to the Sun–Earth direction at the mean Sun–Earth distance.

The TSI is a fundamental variable governing the climate system, and is recognized as ECV by the Global Climate Observing System (GCOS). Within the Copernicus Climate Change Service (C3S), a long composite Climate Data Record (CDR) is constructed from measurements of the TSI measured by an ensemble of space instruments.  The measurements of the individual instruments are first put on a common absolute scale, and their quality is assessed by intercomparison. Then, the composite time series is the average of all available measurements, on a daily basis.

This ATBD fully describes and justifies the successive steps implemented in the data processing and most of the information here contained has been reproduced from the two reference papers [D1] and [D2].

1. Introduction

The first Total Solar Irradiance (TSI) measurement from space was made with the Temperature Control Flux Monitor (TCFM) on Mariner 6 and 7 by Plamondon (1969). Continuous measurement of the TSI started with the Earth Radiation Budget (ERB) instrument on Nimbus 7 by Hickey et al. (1980). Continuous monitoring with an ageing corrected TSI instrument started with the Active Cavity Radiometer Irradiance Monitor (ACRIM) 1 instrument on the Solar Maximum Mission (SMM) by Willson et al. (1980). A summary of TSI space instruments is given in Table 1.

The instruments used for the TSI measurement are electrical substitution cavity radiometers.  Their core detector consists of a blackened cavity in which nearly all incident radiation flowing through a precision aperture is absorbed.  The thermal effect of the absorbed optical power is measured by comparison with the thermal effect of known electrical power.

A TSI radiometer ages by exposure to solar UV radiation.  For ageing correction, a backup channel is used, for which the total solar UV exposure is kept low such that the ageing of the backup channel is negligible.

Relative variations of the TSI in phase with the 11-year solar cycle of the order of 1 W/m² are now well established, as summarized by Dewitte & Nevens (2016) [D1]. Apart from these true TSI variations, differences in the absolute level above 1 W/m² are measured by different instruments indicating limitations of the absolute accuracy.

As the Sun is nearly a point source, TSI radiometers use a view-limiting mechanism to eliminate the entrance of all except direct solar radiation into the cavity. Classical radiometers place a large view-limiting aperture in front of a small precision aperture.  In this geometry, scattering and diffraction around the edges of the view-limiting aperture increase the amount of solar power flowing through the precision aperture. When this effect is underestimated it may lead to a too-high measurement of the TSI.

The Total Irradiance Monitoring (TIM) radiometers use an alternative geometry where the small precision aperture is put in front of the larger view-limiting aperture.  In this geometry, scattering and diffraction around the edges of the precision aperture decrease the amount of solar power flowing through the view limiting aperture.  When this effect is underestimated it may lead to a too-low measurement of the TSI.

Table 2 summarizes the equivalent TSI at a solar minimum measured by three independent instruments: TIM on the Solar Radiation and Climate Experiment (SORCE) in 2003, the Differential Absolute Radiometer (DIARAD) as part of the Solar Variability Irradiance Monitor (SOVIM) in 2008 and TIM on the Total Solar Irradiance Transfer Experiment (TCTE) in 2013.  We consider TIM/TCTE as more reliable than TIM/SORCE, since TIM/TCTE went through additional pre-flight characterizations as compared to TIM/SORCE.  A TSI level at a solar minimum of 1362 +/- 0.9 W/m² can be derived from the combination of DIARAD/SOVIM and TIM/TCTE [D2]. 

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Table 1: Total Solar Irradiance space instruments (acronyms definitions in footnote).

Instrument 3

Platform(s)

Used

Operation period(s)

References

TCFM

Mariner-6 & 7

No

1969

Plamondon (1969)

ERB

Nimbus 6

No

1975

Hickey et al (1976)

Nimbus 7

Yes

1978

Hickey et al (1980)

ACRIM 1

SMM

Yes

1980-1989

Willson et al. (1980)

Solcon 1

Spacelab 1

No

1983

Crommelynck et al (1987)

ERBE

ERBS

Yes

1984-2003

ERBE(1986)

NOAA-9

Yes

1985-1989

ERBE(1986)

ACRIM 2

UARS

Yes

1991-2001

Willson(1994)

Solcon 2

Atlas 1

No

1992

Crommelynck et al (1994)

Sova 1

Eureca

Yes

1992-1993

Crommelynck et al (1994)

Sova 2

Eureca

Yes

1992-1993

Romero et al. (1994)

ISP-2

Meteor-3 7

No

1994

Sklyarov et al. (1996)

DIARAD/VIRGO

SOHO

Yes

1996-present

Dewitte et al. (2004)

PMO06V-A/VIRGO

SOHO

Yes

1996-present

Froehlich et al. (1997)

ACRIM 3

ACRIMSAT

Yes

2000-2014

Willson et al. (2003)

TIM

SORCE

Yes

2003-present

Kopp et al. (2005)

DIARAD/SOVIM

ISS

Yes

2008

Mekaoui et al. (2010)

SIM

FY 3A

No

2008-2015

Fang et al. (2014)

SOVA

Picard

Yes

2010-2014

Dewitte et al. (2013a)

Premos

Picard

Yes

2010-2014

Schmutz et al. (2012)

SIM

FY 3B

No

2011-present

Fang et al. (2014)

TIM

TCTE

Yes

2013-present

Kopp et al. (2016)

SIM

FY 3C

No

2013-present

Wang et al. (2017)

TIM

TSIS-1

Yes

2018- present

Kopp, G. (2020),


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3 TCFM: Temperature Control Flux Monitor; ERB: Earth Radiation Budget; ACRIM: Active Cavity Radiomer Irradiance Monitor; SMM: Solar Maximum Mission; SOLCON: Solar Constant; ERBE: Earth Radiation Budget Experiment; ERBS: Earth Radiation Budget Satellite; NOAA: National Oceanic and Atmospheric Administration; UARS: Upper Atmosphere Research Satellite; ATLAS: Atmospheric Laboratory for Applications and Science; SOVA: Solar Variability; EURECA: European Retrievable Carrier; ISP: Solar Constant Gauge; DIARAD: Differential Absolute Radiometer; VIRGO: Variability of Irradiance and Gravity Oscillations; SOHO: Solar and Heliospheric Observatory; PMO: Physikalisches und Meteorologisches Observatorium; TIM: Total Irradiance Monitoring; SORCE: Solar Radiation and Climate Experiment; SOVIM: Solar Variability Irradiance Monitor; SIM: Solar Irradiance Monitor; FY: Feng Yung; PREMOS: Precision Monitor Sensor; TCTE: Total Solar Irradiance Calibration Transfer Experiment; TSIS: Total and Spectral Solar Irradiance Sensor.

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Table 2: Alternative TSI levels at solar minimum. Reproduced from D2.

Instruments

Year Launched

TSI Level Solar
*Minimum (W/m²)*

TIM/SORCE

2003

1360.5

DIARAD/SOVIM

2008

1362.9

TIM/TCTE

2013

~1361.24

Mean DS TT


1362.0 +/- 0.9


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4TSI TIM TCTE= TSI DIARAD / aTT (with aTT=1.001267, see 3.1)

2. Input and auxiliary data

Summary of the instruments and data used to create the C3S daily TSI composite are shown in tables hereafter. In each table the full name, organization responsible of the data/instrument, period of time in which the TSI data is available and period of time used in the TSI composite are specified. The adjustment factors used to adjust the different absolute levels of all instruments are also provided. In addition, an illustration of the original data is shown and finally the source of the original data is provided.

SATIRE-S

Full name: Spectral And Total Irradiance Reconstructions

Organization: Max-Planck-Institut für Sonnensystemforschung

Period covered

C3S period selected

Adjustment factor

01/01/1974 – 20/09/2020

Before 16/02/1980

1.001370


ERB on Nimbus 7

Full name: Earth Radiation Budget on NIMBUS7

Organization: NASA / NOAA

Period covered

C3S period selected

Adjustment factor

16/11/1978 – 13/12/1993

01/01/1981 – 30/12/1989

0.993833

DATA SOURCE: https://opendap.larc.nasa.gov/opendap/NIMBUS-7/ERB_Ch10C_TSI_NAT/nimbus7_tsi_19781116_19931213


ACRIM1 on SMM

Full name: Active Cavity Radiometry Irradiance Monitor on Solar Maximum Mission

Organization: NASA

Period covered

C3S period selected

Adjustment factor

16/02/1980 – 14/07/1989

all

0.996863

DATA SOURCE: Archive RMIB (data available on request)


ERBS

Full name: Earth Radiation Budget Satellite solar monitor

Organization: NOAA

Period covered

C3S period selected

Adjustment factor

25/10/1984 – 06/08/2003

after 02/07/1987

0.998496

ERBS bi-weekly data has been processed at RMIB as in Mekaoui and Dewitte (2008)


ACRIM2 on UARS

Full name: Active Cavity Radiometry Irradiance Monitor on Upper Atmosphere Research Satellite

Organization: NASA

Period covered

C3S period selected

Adjustment factor

04/10/1991 – 05/05/2001

all

0.999220


DIARAD on VIRGO

Full name: Differential Absolute Radiometer on Variability of Irradiance and Gravity Oscillations

Organization: RMIB

Period covered

C3S period selected

Adjustment factor

18/01/1996 – present

01/01/1997 – present

0.997873


PMO06 on VIRGO

Full name: Physikalich Meteorologisches Observatorium version 06

Organization: Physikalich Meteorologisches Observatorium Davos and World Radiation Center

Period covered

C3S period selected

Adjustment factor

22/02/1996 – 03/08/2019

01/01/1997 – 31/12/2017

0.998241

DATA SOURCE: Level 1 obtained at VIRGO Data Center (ftp://gerb.oma.be/C3S/manifest_312b_Lot1_ERB_TSI_latest.txt),

L2 processing carried out at RMIB as in Mekaoui and Dewitte (2008)



ACRIM3 on ACRIMSAT

Full name: Active Cavity Radiometry Irradiance Monitor on ACRIMSAT

Organization: NASA

Period covered

C3S period selected

Adjustment factor

05/04/2000 – 05/03/2013

02/07/2002 – 05/03/2013

1.001572


TIM SORCE

Full name: Total Irradiance Monitor SOlar Radiation and Climate Experiment (SORCE)

Organization: Laboratory for Atmospheric and Space Physics

Period covered

C3S period selected

Adjustment factor

25/02/2003 – 25/02/2020

all

1.001850


DIARAD/SOVIM

Full name: Solar Variability Irradiance Monitor

Organization: RMIB

Period covered

C3S period selected

Adjustment factor

05/04/2008 – 03/10/2008

all

1.0


PREMOS

Full name: Precision Monitor Sensor on Picard

Organization: Physikalich Meteorologisches Observatorium Davos and World Radiation Center

Period covered

C3S period selected

Adjustment factor

27/07/2010 – 19/08/2013

all

1.001719

DATA SOURCE: Archive RMIB (data available on request)


Sova - Picard

Full name: SOlar VAriability Experiment on Picard

Organization: RMIB

Period covered

C3S period selected

Adjustment factor

19/11/2010 – 01/01/2013

all

1.001152

DATA SOURCE: Archive RMIB (data available on request)


TIM on TCTE

Full name: Total Irradiance Monitoring on Total Solar Irradiance Calibration Transfer Experiment

Organization: Laboratory for Atmospheric and Space Physics

Period covered

C3S period selected

Adjustment factor

16/12/2013 – 15/05/2019

After 2015

1.001267


TIM TSIS

Full name: Total Irradiance Monitor on TSIS

Organization: Laboratory for Atmospheric and Space Physics

Period covered

C3S period selected

Adjustment factor

2018/01/11 – 2020-09-20

all

1.001084

3. Algorithms

3.1 Individual instrument timeseries

The difference in absolute scale between TSI instruments is larger than the intrinsic TSI variability.
Therefore a harmonization to remove the scale differences is needed. To this end, the methodology of Mekaoui & Dewitte (2008) has been followed. For a given instrument i with timeseries TSIi (t), it is defined an absolute scale adjustment factor ai and an adjusted timeseries ai TSIi(t). To determine the adjustment factor ai, the instrument i is compared to a reference instrument ref over a chosen reference time period. Over this time period the average adjusted TSI value <ai TSIi(t)> is made equal to the reference value <aref TSIref(t)>, from which the adjustment for the instrument I is derived:

Mathdisplay
a_{i} = a_{ref} \frac{<TSI_{ref}(t)>}{<TSI_{i}(t)>}


The scale harmonized TSI time series is then constructed using a cascade of references as follows:

  1. As initial reference absolute value , with by definition aref = 1, we take the average of the left and right channels of the DIARAD/SOVIM instrument (Mekaoui et al, 2010) after the revision of the so-called non equivalence between electrical and optical power as in Dewitte et al (2013b). DIARAD/SOVIM has been active during 6 months on the International Space Station (ISS) in 2008. In total six DIARAD-type radiometers have flown in space; of these, DIARAD/SOVIM is the most accurate because it has the smallest thermal nonuniformity and the best shutter design. The DIARAD-type radiometer has been kept as an independent absolute radiometer, not calibrated against other radiometers, but only compared to other radiometers for validation. The DIARAD-type radiometer has been validated by comparison with the independent LASP/TRF cryogenic radiometer, with an excellent agreement within 3 ppm concerning optical power measurement (Dewitte, 2013b). In the same measurement campaign the scattering and diffraction correction of the DIARAD-type radiometer has been validated by measuring the radiometer response to an annular illumination centered on the DIARAD view limiting aperture, with an agreement with the nominal correction within 159 ppm (Dewitte 2013b). The DIARAD/SOVIM precision apertures have been calibrated by the national metrology laboratories NPL and NIST, with an accuracy of 200 ppm.
  2. Next the DIARAD/VIRGO TSI measurements (Dewitte et al. 2004) are adjusted to the DIARAD/SOVIM ones during their period of overlap. The resulting DIARAD/VIRGO adjustment factor is aDV=0.997873.
  3. The PMO6/VIRGO TSI measurements (Froehlich et al. 1997) are adjusted to the DIARAD/VIRGO ones during their period of overlap. As in (Mekaoui & Dewitte, 2008) the "exposure independent ageing" from Froehlich (2003) for the backup instrument PMO6B is not applied, but the standard ageing correction of the continuously measuring PMO6A instrument by the backup PMO6B instrument is used. The resulting ageing corrected time series is called 'PMO6B/VIRGO'. The PMO6B/VIRGO adjustment factor is aPV=0.998241.
  4. The ACRIM2 measurements (Willson 1994) are adjusted to the DIARAD/VIRGO ones during their period of overlap excluding the first year of DIARAD/VIRGO operation. The ACRIM2 adjustment factor is aA2=0.999220.
  5. The ACRIM3 (Willson 2014) are adjusted to the DIARAD/VIRGO ones during their period of overlap excluding the first two years of ACRIM3 operation. The ACRIM3 adjustment factor is aA3=1.001572.
  6. The TIM/SORCE measurements (Kopp et al. 2003) are then adjusted to the DIARAD/VIRGO ones during their period of overlap. The TIM/SORCE adjustment factor is aTS=1.001850.
  7. The Sova-Picard measurements (Dewitte et al. 2012) are adjusted to the DIARAD/VIRGO ones during their period of overlap. The adjustment factor is aSP=1.001152.
  8. The PREMOS/Picard measurements (Schmutz et al. 2012) are adjusted to the DIARAD/VIRGO ones during their period of overlap. The Premos/Picard adjustment factor is aPRE=1.001719.
  9. The TIM/TCTE measurements (TCTE 2014) are adjusted to the DIARAD/VIRGO ones during their period of overlap. The adjustment factor is aTT=1.001267.
  10. The ERBS measurements (ERBE 1986) are adjusted to the ACRIM 2 ones during their period of overlap. As the ERBS sampling period is 14 days, and as the ERBS measurements are relatively noisy, the "denoised" ERBS version from Mekaoui and Dewitte (2008) is used. The ERBS adjustment factor is aDV=0.998496.
  11. The ACRIM1 measurements (Willson et al. 1981) are adjusted to the ERBS ones during their period of overlap. The ACRIM1 adjustment factor is aA1=0.996863.
  12. Finally the ERB/Nimbus7 measurements (Hickey et al 1980) are adjusted to the ACRIM1 ones during their period of overlap. The ERB/Nimbus7 adjustment factor is aN7=0.993833.

Figure 1 shows the resulting scale harmonized TSI measurements from the individual TSI instruments. For clarity we use a 121 day running mean to remove the short term solar noise, and to highlight the instrumental differences.

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Figure 1. Time series of individual TSI measurements after scale harmonization. A 121-day running mean is used to remove the short-term solar noise. ERB/Nimbus 7 (1981-1990). ACRIM1 (1980–1989), ACRIM2 (1991–2001), ACRIM3 (2002–2013). DIARAD/VIRGO (1997–2020), Sova-Picard (2010–2014)., PMO6/VIRGO (1997–2018), Premos (2010–2014). TIM/SORCE (2003–2020), TIM/TCTE (2015–2020), TIM/TSIS(2018-2020).

3.2 Construction of a composite time series

3.2.1 Apparent Drift of the TIM/SORCE Instrument

Close examination of Figure 1 shows that the TIM/SORCE TSI values start lower during solar cycle 24 and end higher during solar cycle 25 than any of the independent overlapping instruments (DIARAD/VIRGO, PMO6B/VIRGO, and ACRIM3). This is highlighted in Figure 2, where we plot the (adjusted) TIM/SORCE timeseries compared to the daily composite constructed using the C3S methodology (described in this ATBD document) but discarding TIM/SORCE as input instrument. There is a good agreement at beginning of the SORCE mission (when the adjustment factor is evaluated) but later there is a progressive divergence of the two timeseries.

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Figure 2. Timeseries of adjusted TIM/SORCE TSI (daily in green and 121-days running mean in blue) compared to the TSI composite obtained discarding TIM/SORCE instrument (black and red curves).

Figure 3 shows the difference between TIM/SORCE and this independent composite. A relatively linear temporal drift is observed over the 1/1/2004 to 31/12/2013 time period, i.e. over 10 years. The green curve shows the linear drift of 0.03 W/m²/year between 2004 and 2014. To correct this temporal drift, it is proposed to reduce the TIM/SORCE TSI by -0.03W/m²/year after 2004. For 2014 onward, the drift is less obvious to model and it is proposed to keep the correction at a constant value of -0.3 W/m².

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Figure 3. Difference between (adjusted) TIM/SORCE and the TSI composite obtained without considering TIM/SORCE. The black curve shows the daily difference and the red the 121-days running mean difference. The green line is the proposed modelling of the drift.

As an independent evaluation of this correction, a comparison with the SATIRE-S reconstruction is provided on Figure 4 and Figure 5. Figure 4 shows the original TIM/SORCE and SATIRE-S timeseries.

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Figure 4. TIM/SORCE (original, not corrected not adjusted) and SATIRE-S timeseries. For each one, the daily values and the 121-days running mean are shown.

Figure 5 shows the difference without and with the -0.03W/m²/year aging correction. After correction (green and blue curves), the stability remains within 0.15 W/m² (see dashed lines at -0.03 W/m² and -0.18 W/m²).

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Figure 5. Difference between TIM/SORCE and SATIRE-S timeseries (black: daily value, red: 121-days running mean). The green (daily) and blue (121-days running mean) curves show the difference after the aging correction of the TIM/SORCE TSI. The dashed lines illustrate the stability of the aging-corrected TIM/SORCE record.

3.2.2 Discarding of Early Drift and Late Shift Periods

Instrumental effects in individual TSI instruments can mask the true solar variation. Besides the apparent TIM/SORCE drift mentioned above, we identify the following instrumental effects by intercomparison of individual TSI instrument measurements as shown in Figure 1:

  1. During the first 2 years of ACRIM3 operation, the TSI values are higher than those of the older DIARAD/VIRGO and PMO6/VIRGO TSI instruments, while ACRIM3 agrees well with the other instruments later on. This is illustrated in Figure 6, which shows the VIRGO measurements and the ACRIM3 measurements during the first years of ACRIM3 operation. In general, it is more likely that an instrument drifts in the beginning of its lifetime than later on. The launch and first switch-on in space is a discontinuity to which the instrument has to adapt, and which may affect the instrument's reading. Thus, an early drift of ACRIM3 is possible. In contrast, it is very unlikely that both of the seasoned DIARAD/VIRGO and PMO6/VIRGO instruments start drifting several years after their launch at the same time and with the same magnitude coinciding with the ACRIM3 launch. It thus seems likely that ACRIM3 had an early instrumental drift during its first 2 years of operation, and we discard ACRIM3 data from this period for further use.
  2. During the first year of VIRGO operation, the TSI values of DIARAD/VIRGO and of PMO6/VIRGO are increasing, while the TSI values measured by the older ACRIM2 and ERBS instruments remain flat. This is illustrated in Figure 7, which shows the ERBS and ACRIM2 measurements together with the VIRGO measurements during the first years of VIRGO operation. Following a similar reasoning as above, it is more likely that the VIRGO radiometers have an early drift while they are fresh in space than it would be for the seasoned ACRIM2 and ERBS radiometers to start drifting at the same time and with the same magnitude. The early increase of the VIRGO radiometers is also discussed in Froehlich (2003). It thus seems likely that the VIRGO radiometers have an early instrumental drift during their first year of operation, and we discard VIRGO data from this period for further use. The removal of the early data does not influence the absolute value, since we use DIARAD/VIRGO only as a transfer radiometer calibrated by DIARAD/SOVIM, not as an absolute radiometer.
  3. At the end of its lifetime, during the so-called "ACRIM gap" period in between ACRIM1 and ACRIM2, the ERB/Nimbus 7 instrument had abrupt shifts (Lee et al. 1995; Chapman et al. 1996) when comparing it to commonly used TSI regression models that reproduce the TSI variation from sunspot and facula indices (see D4). Physically it seems hard to understand how the true TSI could vary in a discontinuous way, while instrumental discontinuities can never be excluded. Also, during the ACRIM gap, the ERBE TSI was compatible with commonly used TSI regression models (Lee et al. 1995), while the ERB/Nimbus 7 TSI was not. This is illustrated in Figure 8, which shows the ERB, ACRIM1, ERBS, and ACRIM2 TSI together with a TSI proxy model—which is described in D4—for the period 1988–1994. Thus, it seems likely that the ERB/Nimbus 7 suffered from instrumental degradation during the ACRIM gap, and therefore we discard the ERB/Nimbus 7 data after 1990.
  4. The ACRIM1 instrument was launched on the SMM spacecraft in 1980 February. From 1980 November to 1984 April the SMM attitude control was degraded, leading to the so-called "ACRIM1 spin period" (Willson 1994). In the version 2 of the dataset ACRIM1 data is used even during the spin period as no other reliable dataset is available for the year 1980. Data used is comparable to SATIRE-S dataset.
  5. The ERB/Nimbus 7 did not have the capability for independent aging monitoring and correction. We only consider it as reliable when it can be compared with an independent trusted instrument, namely, ACRIM1. For v2.0 of the C3S composite data from 1981 onwards is used.
  6. During the solar minimum from 1984 to 1987, the ERBS instrument was fresh in space and could be subject to early drifts. By precaution we discard the ERBS data for this period, and we only rely on the older ERB and ACRIM1 instruments.

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Figure 6. 121-day running mean TSI values of DIARAD/VIRGO, PMO6B/VIRGO, and ACRIM3 for the period 2000–2006. Figure reproduced from D1.

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Figure 7. 121-day running mean TSI values of ERBS, ACRIM2, DIARAD/VIRGO, and PMO6B/VIRGO for the period 1995–2000 . Figure reproduced from D1.

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Figure 8. 121-day running mean TSI values of ERB, ACRIM1, ERBS, and ACRIM2 measurements and Mount Wilson magnetogram based regression model for the period 1995–2000. Figure reproduced from D1

Figure 9 shows the retained "quality-controlled" TSI instrument time series. These quality-controlled time series are consistent within +/−0.25 W m−2 over the entire period from 1979 to 2020, while in the original time series from Figure 1 deviations of up to 0.7 W m−2 exist.

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Figure 9. Time series of individual TSI measurements after drift correction TIM/SORCE and removal of early drift and late shift period for ERB, and removal of early drift periods for ERBS, DIARAD/VIRGO, PMO06-B/VIRGO, and ACRIM3. ERB/Nimbus 7 (1981-1990). ACRIM1 (1980–1989), ACRIM2 (1991–2001), ACRIM3 (2002–2013). DIARAD/VIRGO (1997–2020), Sova-Picard (2010–2014)., PMO6/VIRGO (1997–2018), Premos (2010–2014). TIM/SORCE (2003–2020), TIM/TCTE (2015–2020), TIM/TSIS(2018-2020).

3.2.3 Gap filling

For some of the TSI instruments, the timeseries presents frequent missing daily values over some periods. It is the case of the ERB measurements at the beginning of the composite and also of the TSIS instrument at the end of the composite. In version 2.x of the C3S daily TSI composite, a gap filling mechanism is implemented as preprocessing of the original timeseries. Gaps are filled provided they extend over less than 50 days.
The gap filling exploits the SATIRE-S reconstruction which is tuned to the observations made just before and just after the gap. In practice, the ratio between the observed TSI and the SATIRE-S reconstruction is evaluated for the last day before the data gap and for the first day following the gap. This ratio is then temporally interpolated for any day within the data gap and the TSI for this day is obtained from the SATIRE-S reconstruction corrected with this interpolated ratio.

3.2.4 Composite

From the individual time series of Figure 9, on a daily basis the composite TSI value is calculated as the mean of all available TSI values. The resulting composite is then scaled using an overall factor ( 

Mathinline
a = 0.5 \ast \left(1+ \frac{1}{a_{TT}} \right) = 0.9993367

) to set the minimum level of the TSI composite to the mean value of DIARAD and TIM TCTE at their minimum [see Table 2 and D2].

Figure 10 shows the resulting TSI measurements; the red curve shows the daily mean values, while the green curve shows the 121-day running mean values.

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Figure 10. Composite TSI values. Red curve: daily mean TSI measurements. Green curve: 121-day running mean TSI measurements. Blue curve: 121-day running mean TSI Mount Wilson regression model.

The downward spikes in the daily mean values are due to the passage of dark sunspots, temporarily decreasing the TSI values. This is the sunspot deficit effect.

The general increase of the TSI with solar activity highlighted by the 121-day running mean values is due to the increase of long-living bright faculae during high solar activity. This is the facular excess effect.

4. Output data

The output format is fully described in the Product User Guide and Specifications document [D3] for this data record. Here, only the main characteristics are provided, as well as an illustration for each field.

4.1 General characteristics of the CDR

General characteristics of the CDR

Temporal resolution

daily mean

Time period

TCDR: 1st January 1979 to 31st of December 2018
ICDR: 1st January 1979 to present day

Format

ASCII

4.2 Total Solar Irradiance

The Total Solar Irradiance is the spectrally integrated total amount of radiant energy coming from the Sun per square meter of surface, perpendicular to the sunlight, at 1 astronomical unit.

Total Solar Irradiance

long_name

Total Solar Irradiance, daily Means

standard_name

Total Solar Irradiance

CF_name

solar_irradiance

units

W/m².

An illustration of incoming total solar irradiance is provided in Figure 11.

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Figure 11. Total Solar Irradiance composite from RMIB

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This document has been produced in the context of the Copernicus Climate Change Service (C3S).

The activities leading to these results have been contracted by the European Centre for Medium-Range Weather Forecasts, operator of C3S on behalf of the European Union (Delegation agreement signed on 11/11/2014). All information in this document is provided "as is" and no guarantee or warranty is given that the information is fit for any particular purpose.

The users thereof use the information at their sole risk and liability. For the avoidance of all doubt , the European Commission and the European Centre for Medium - Range Weather Forecasts have no liability in respect of this document, which is merely representing the author's view.

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