There is an increasing demand for scientific support on climate-related decisions, in particular for providing societies and policy-makers with reliable and up-to-date information about atmospheric greenhouse gas (GHG) emissions and natural sinks. The Global Carbon Project now reports annually on the evolution of global CO2 sources and sinks, their uncertainties and the resulting Global Carbon Budget, in phase with the United Nations Framework Convention on Climate Change (UNFCCC) annual Conference of the Parties (COP).


Figure 1: Perturbation of the global carbon cycle caused by anthropogenic activities, averaged globally for the decade 2009–2018 (GC/yr) (Friedlingstein et al., 2019, ESSD)

Global stocktaking, as defined by the Paris Agreement, further requires information about national GHG budgets that should be consistent with the global budgets and regularly updated. Still, the latest global carbon budget (Friedlingstein et al., 2019, ESSD) estimates a budget imbalance (knowledge-gap) of ca. 0.4 PgC (Figure). Top-down and bottom-up estimates also show important discrepancies over different latitudinal bands and a non-negligible fraction of the global carbon budget variability remains to be captured by land and ocean models. This underscores the need for regional studies to better use EO data and constrain key processes/regions in the global C-cycle.

The aims of the international initiative ‘REgional Carbon Cycle Assessment and Processes’, Phase 2 (RECCAP-2) coordinated by the Global Carbon Project are to collect and synthesize regional data for 14 large regions of the globe with a requirement of harmonization sufficient to be able to scale these budgets to the globe and to compare different regions. Key policy-relevant challenges for the scientific community and objectives of the RECCAP-2 project are to:

  1. Improve quantification of anthropogenic greenhouse gas emissions and their sources;
  2. Develop robust observation-based estimates of changes in carbon storage and greenhouse gas emissions and sinks by the oceans and terrestrial ecosystems, distinguishing whenever possible anthropogenic vs. natural fluxes and their driving processes;
  3. Gain science-based evidence of the response of marine and terrestrial regional GHG budgets to climate change and direct anthropogenic drivers.

To address these objectives, RECCAP-2 will update a set of global syntheses and regional GHG budgets of all land and ocean regions that were only collected for the period 2000-2009 in the first phase RECCAP1, and explore mechanisms to deliver by 2022 an assessment based on scientific evidence, considering uncertainties, understanding of drivers, and retrospective analysis of recent trends.

The topics to be explored within RECCAP-2 are:

The scale of the RECCAP-2 regional analysis will have increased detail compared to those in RECCAP-1. The analysis will also focus on spatially explicit maps of monthly CO2 fluxes from TRENDY, data driven models and from inversions


This project aims to support, in cooperation with the GCP, the scientific synthesis and assessment activities of regional carbon budgets and their drivers of the new RECCAP-2 initiative by making use of EO-data and regional cuts of annually updated global terrestrial and ocean carbon models, and atmospheric CO2 inversions, taking stock of new satellite-based surface monitoring products of climate and ecological variables now available within the framework of ESA-CCI.

The data-streams used in ESA-CCI RECCAP-2 are:

  1. Atmospheric inversions of concentration measurements based on surface in situ networks and satellite remote sensing, with “high resolution” inversions
  2. Output from process-based terrestrial ecosystem models these models being driven by climate fields and land cover change
  3. Output of “data-driven” bottom-up approach machine learning methods using satellite data and climate fields
  4. These three approaches are largely independent; even though inversions use as prior the output from process-based models, they usually do not use specifically the TRENDY models’ output. TRENDY models and data-driven models also share climate forcing as input.


The goal of the ESA-CCI project RECCAP-2 is to support and accelerate the analysis of regional carbon budgets based on the results of data-driven models and process-oriented Global Dynamic Vegetation Models used by the Global Carbon Project by operationalizing the production and uncertainty assessment of regional CO2 budgets, taking stock of newly available land surface and atmospheric remote sensing data to constrain and improve model results. The RECCAP-2 project specifically aims to:

  1. Provide higher spatial resolution and annual updates for the global and regional carbon balance with the aim of improving the quantification and understanding of drivers, processes and hot spot regions essential for predicting the future evolution of any carbon-climate feedback
  2. Build on the experience from the RECCAP analysis from 2009-2012 to address the growing demand for the capacity to measure, report on, and verify the evolution of regional fluxes and the outcomes of climate mitigation policies;
  3. Respond to the demand of ESA and other space agencies for the better appropriation and effective use of remote sensing products in climate science. Here specifically, we will use a variety of remote sensing products to directly constrain carbon fluxes in data-driven models, and to be used as input or to evaluate process-based ecosystem models.
  4. Evaluate the potential of ESA-CCI and other earth-observation data to track country-level natural and anthropogenic GHG fluxes, to support the reporting by National Agencies in the UNFCCC global stocktake process.

Phase 1

The first phase of the project (2018-2020) was based on CO2 fluxes data-streams from three different approaches and delivered annual updates of land-atmosphere CO2 fluxes at global and regional scales (Tier 1), consistent with the global carbon budget assessment from the Global Carbon Project (GCP) and with regional details in space and time to analyse the underlying drivers (Tier 2, Figure 2 below).


Figure 2: Approaches to global and regional scale land-atmosphere CO2 fluxes.

Phase 2

The second phase of ESA-CCI RECCAP2 (2020-2022) aims to build on the results from Phase 1 to demonstrate the feasibility of the RECCAP2 approach to contribute to the global stocktake process with national-scale GHG budgets, in collaboration with national inventory agencies. The main objectives of Phase 2 are: