A consistent framework for quantifying global energy budgets
A consistent framework for quantifying global energy budgets
Disciplines
Geosciences (100%)
Keywords
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Climate Variability,
Climate Change,
Ocean,
Reanalysis,
Atmosphere,
Global Energy Budget
Accurate quantification of energy exchanges within the coupled climate system from scales of a climate model grid column to the global scale contribute key elements to our understanding of Earths climate. High quality input data sets, most notably reanalyses, are a necessary prerequisite for this. Atmospheric reanalyses are gridded data sets combining meteorological observations with a dynamical model in a statistically optimal way. Similar products exist for the ocean and sea ice as well as land. However, current physical frameworks are inconsistent and numerical procedures for energy budget evaluations are suboptimal. This project aims to expand a recently developed consistent coupled energy budget framework that is independent of reference temperature in the steady state to the non-steady state. The goal is to minimize ambiguities that arise from local mass variations. The envisaged framework will ensure consistency between atmosphere, ocean, sea ice, and land heat budgets, and will be applied to new reanalysis data sets. In addition to global assessments, regional budget studies will be carried out for high latitudes, where valuable mooring-derived oceanic flux data are available to the working group, and the tropical Pacific, where strong air-sea coupling associated with El Nino-Southern Oscillation is present. Numerous technical advances are envisaged: inclusion of so-far neglected terms (e.g. heat fluxes associated with precipitation and evaporation; water in all its states), investigations towards optimal choice of reference temperatures that minimize ambiguities in the non-steady state, a novel three-dimensional-wind adjustment, and improvement of numerical methods to minimize noise especially over high topography. The developed methods will be implemented in a numerically optimal way for the new atmospheric reanalysis ERA5, which is currently being produced by Copernicus Climate Change Service (C3S). Budgets from ERA5, its ocean-sea-ice counterpart ERA5-OCEAN, and its land surface derivative ERA5-LAND will be used to perform dedicated coupled energy cycle analyses with unprecedented accuracy. Results will be verified for the first time in the central Arctic over an annual cycle with aggregated surface fluxes from the MOSAiC (Multidisciplinary drifting Observatory for the Study of Arctic Climate) expedition, which is carried out during winter 2019/20. In addition, energy fluxes from ERA5 will be compared to other reanalysis products and climate models. This work is crucial to provide a framework that i) is physically consistent and ii) seizes the full potential of ERA5. A significant gain in useful horizontal resolution and accuracy of energy budget terms such as 3D energy flux divergence and net surface energy flux is expected. The improved diagnostics will finally be implemented into the standard output software of future C3S reanalyses, which will ensure maximum quality of the budgets distributed by C3S.
Diagnosing global coupled (atmosphere-ocean-sea ice-land) energy budgets using observationally constrained data is essential for monitoring and understanding global climate as well as validation of climate model simulations. High quality input data sets, most notably reanalyses, are a prerequisite for this. Atmospheric reanalyses are gridded data sets combining meteorological observations with a dynamical model in a statistically optimal way. Similar products exist for the ocean and sea ice as well as land. This project (i) addressed shortcomings in previously existing diagnostic budget frameworks, (ii) evaluated energy-budget-related aspects of the most recent atmospheric reanalysis effort by the Copernicus Climate Change Service (C3S; called ERA5), and (iii) supported several scientific studies that employed the energy budget data generated using ERA5. Previous studies of the global energy budgets employed diagnostics frameworks which exhibited inconsistencies (e.g., inconsistent choices of the used reference temperature in atmosphere and ocean) and neglected some potentially sizeable terms (e.g., latent heat of frozen water in the atmosphere), deteriorating the quality of the evaluations. This is particularly problematic when a hard-to-measure quantity like net surface energy exchange is inferred as a residual from other energy budget terms: diagnostic inconsistencies will inevitably project on the inferred quantity. This project supported development and use of a more consistent diagnostic framework. Improvements could be demonstrated by reduced budget residuals and reduced biases of inferred net surface energy flux (<1 W/m2 for the global ocean mean). In addition to the diagnostic framework, considerable efforts went into improvement of the numerical methods. The divergence of lateral atmospheric energy transports is most critical, since it suffers from spurious divergent winds in atmospheric reanalyses and spatially noisy fields. Within this project, original software used in production of ERA5 have been used for divergence computations in spectral space to minimize noise. In conjunction with general quality improvements of ERA5, this helped to significantly reduce noise levels compared to previous standards and increase useful resolution to ~1x1, now matching the resolution of state-of-the-art satellite data widely used in energy budget studies. The generated ERA5 energy budget data has been made publicly available via the C3S climate data store. The applied part of this project used the created energy budget data in a range of climate studies. Focus regions were the North Atlantic and the Arctic, where different aspects of the observed energy budget were investigated (e.g., decadal trends in North Atlantic net surface energy flux, a critical quantity related to the Atlantic Meridional Overturning Circulation) and employed for evaluation of the latest generation of climate model simulations. In total, the work within this project fed into 29 first- and co-authored peer-reviewed publications.
- Universität Wien - 100%
- Annette Rinke, Helmholtz-Zentrum für Polar- und Meeresforschung - Germany
- Takamasa Tsubouchi, University of Bergen - Norway
- Jason Brent Roberts, NASA Marshall Space Flight Center - USA
- Hans Hersbach, University of Reading
Research Output
- 840 Citations
- 39 Publications
- 1 Policies
- 1 Datasets & models
- 1 Software
- 2 Disseminations
- 7 Scientific Awards
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2025
Title Record High Temperatures in the Ocean in 2024 DOI 10.1007/s00376-025-4541-3 Type Journal Article Author Cheng L Journal Advances in Atmospheric Sciences Pages 1092-1109 Link Publication -
2025
Title Distinctive Pattern of Global Warming in Ocean Heat Content DOI 10.1175/jcli-d-24-0609.1 Type Journal Article Author Trenberth K Journal Journal of Climate Pages 2155-2168 Link Publication -
2021
Title Consistency and Homogeneity of Atmospheric Energy, Moisture, and Mass Budgets in ERA5 DOI 10.1175/jcli-d-20-0676.1 Type Journal Article Author Mayer J Journal Journal of Climate -
2024
Title Assessment of seasonal forecasting errors of the ECMWF system in the eastern Indian Ocean. DOI 10.1007/s00382-023-06985-3 Type Journal Article Author Balmaseda Ma Journal Climate dynamics Pages 1391-1406 -
2024
Title North Atlantic Heat Transport Convergence Derived from a Regional Energy Budget Using Different Ocean Heat Content Estimates DOI 10.1007/s10712-024-09865-5 Type Journal Article Author Meyssignac B Journal Surveys in Geophysics Pages 1855-1874 Link Publication -
2024
Title StraitFlux – Precise computations of Water Strait fluxes on various Modelling Grids DOI 10.5194/egusphere-2023-2883 Type Preprint Author Winkelbauer S Pages 1-26 Link Publication -
2024
Title StraitFlux – precise computations of water strait fluxes on various modeling grids DOI 10.5194/gmd-17-4603-2024 Type Journal Article Author Winkelbauer S Journal Geoscientific Model Development Pages 4603-4620 Link Publication -
2024
Title Validation of key Arctic energy and water budget components in CMIP6 DOI 10.1007/s00382-024-07105-5 Type Journal Article Author Winkelbauer S Journal Climate Dynamics Pages 3891-3926 Link Publication -
2024
Title Assessment of Atmospheric and Surface Energy Budgets Using Observation-Based Data Products DOI 10.1007/s10712-024-09827-x Type Journal Article Author Mayer M Journal Surveys in Geophysics Pages 1827-1854 Link Publication -
2024
Title Closure of Earth's Global Seasonal Cycle of Energy Storage. DOI 10.1007/s10712-023-09797-6 Type Journal Article Author Johnson Gc Journal Surveys in geophysics Pages 1785-1797 -
2024
Title Remarkable pattern of global warming in ocean heat content DOI 10.21203/rs.3.rs-4701725/v1 Type Preprint Author Cheng L -
2024
Title Heat stored in the Earth system 1960-2020: Where does the energy go? DOI 10.48350/193542 Type Journal Article Author Minère Link Publication -
2024
Title Assessment of the global ocean heat content and North Atlantic heat transport over 1993–2020 DOI 10.1038/s41612-024-00860-6 Type Journal Article Author Liu C Journal npj Climate and Atmospheric Science Pages 314 Link Publication -
2024
Title Diagnostic evaluation of coupled Arctic energy and water budgets from observations and climate models Type PhD Thesis Author Susanna, Winkelbauer Link Publication -
2023
Title Assessment of Indonesian Throughflow transports from ocean reanalyses with mooring-based observations DOI 10.5194/egusphere-2023-435 Type Preprint Author Fritz M Pages 1-32 Link Publication -
2023
Title Diagnosed evolution of ocean surface energy fluxes in a warming climate Type PhD Thesis Author Johannes, Mayer Link Publication -
2020
Title Year-round Impact of Winter Sea Ice Thickness Observations on Seasonal Forecasts DOI 10.5194/tc-2020-73 Type Preprint Author Balan-Sarojini B Pages 1-30 Link Publication -
2021
Title Indian Ocean impact on ENSO evolution 2014–2016 in a set of seasonal forecasting experiments DOI 10.1007/s00382-020-05607-6 Type Journal Article Author Mayer M Journal Climate Dynamics Pages 2631-2649 Link Publication -
2021
Title Year-round impact of winter sea ice thickness observations on seasonal forecasts DOI 10.5194/tc-15-325-2021 Type Journal Article Author Balan-Sarojini B Journal The Cryosphere Pages 325-344 Link Publication -
2021
Title Diagnostic evaluation of river discharge into the Arctic Ocean and its impact on oceanic volume transports DOI 10.5194/hess-2021-318 Type Preprint Author Winkelbauer S Pages 1-36 Link Publication -
2023
Title Recent variations in oceanic transports across the Greenland–Scotland Ridge DOI 10.5194/sp-1-osr7-14-2023 Type Journal Article Author Mayer M Journal State of the Planet Pages 14 Link Publication -
2023
Title Mechanisms of tropical Pacific decadal variability DOI 10.1038/s43017-023-00486-x Type Journal Article Author Capotondi A Journal Nature Reviews Earth & Environment Pages 754-769 Link Publication -
2023
Title Assessment of Indonesian Throughflow transports from ocean reanalyses with mooring-based observations DOI 10.5194/os-19-1203-2023 Type Journal Article Author Fritz M Journal Ocean Science Pages 1203-1223 Link Publication -
2023
Title A quantitative assessment of air–sea heat flux trends from ERA5 since 1950 in the North Atlantic basin DOI 10.5194/esd-14-1085-2023 Type Journal Article Author Mayer J Journal Earth System Dynamics Pages 1085-1105 Link Publication -
2023
Title A quantitative assessment of air-sea heat flux trends from ERA5 since 1950 in the North Atlantic basin DOI 10.5194/esd-2023-8 Type Preprint Author Mayer J Pages 1-36 Link Publication -
2023
Title Heat stored in the Earth system 1960–2020: where does the energy go? DOI 10.5194/essd-15-1675-2023 Type Journal Article Author Von Schuckmann K Journal Earth System Science Data Pages 1675-1709 Link Publication -
2020
Title Heat stored in the Earth system: where does the energy go? DOI 10.5194/essd-12-2013-2020 Type Journal Article Author Von Schuckmann K Journal Earth System Science Data Pages 2013-2041 Link Publication -
2022
Title Diagnostic evaluation of river discharge into the Arctic Ocean and its impact on oceanic volume transports DOI 10.5194/hess-26-279-2022 Type Journal Article Author Winkelbauer S Journal Hydrology and Earth System Sciences Pages 279-304 Link Publication -
2022
Title Copernicus Ocean State Report, issue 6 DOI 10.1080/1755876x.2022.2095169 Type Journal Article Journal Journal of Operational Oceanography Pages 1-220 Link Publication -
2022
Title Comparison of Surface Energy Fluxes from Global to Local Scale DOI 10.1175/jcli-d-21-0598.1 Type Journal Article Author Mayer J Journal Journal of Climate Pages 4551-4569 Link Publication -
2022
Title Variability of ENSO Forecast Skill in 2-Year Global Reforecasts Over the 20th Century DOI 10.1029/2022gl097885 Type Journal Article Author Weisheimer A Journal Geophysical Research Letters Link Publication -
2022
Title Evaluating Twenty-Year Trends in Earth's Energy Flows From Observations and Reanalyses DOI 10.1029/2022jd036686 Type Journal Article Author Loeb N Journal Journal of Geophysical Research: Atmospheres Link Publication -
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DOI 10.5194/hess-2021-318-rc2 Type Other -
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DOI 10.5194/hess-2021-318-rc1 Type Other -
2022
Title Climate Change Fosters Competing Effects of Dynamics and Thermodynamics in Seasonal Predictability of Arctic Sea Ice DOI 10.1175/jcli-d-21-0463.1 Type Journal Article Author Mayer M Journal Journal of Climate -
2020
Title Variability in the global energy budget and transports 1985–2017 DOI 10.1007/s00382-020-05451-8 Type Journal Article Author Liu C Journal Climate Dynamics Pages 3381-3396 Link Publication -
2022
Title Recent variations in oceanic transports across the Greenland-Scotland-Ridge DOI 10.5194/sp-2022-2 Type Preprint Author Mayer M Link Publication -
2022
Title The Role of Atmospheric Transport for El Niño-Southern Oscillation Teleconnections DOI 10.1029/2022gl100906 Type Journal Article Author Baier K Journal Geophysical Research Letters Link Publication -
2020
Title Heat stored in the Earth system: Where does the energy go? The GCOS Earth heat inventory team DOI 10.5194/essd-2019-255 Type Preprint Author Cheng L
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2021
Title citation in IPCC AR6 Type Citation in systematic reviews
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2022
Link
Title Mass-consistent atmospheric energy and moisture budget monthly data from 1979 to present derived from ERA5 reanalysis DOI 10.24381/cds.c2451f6b Type Database/Collection of data Public Access Link Link
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2025
Link
Title susannawinkelbauer/StraitFlux: StraitFlux v1.0.8 DOI 10.5281/zenodo.14620841 Link Link
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2023
Title Ö1 Punkt Eins Type A broadcast e.g. TV/radio/film/podcast (other than news/press) -
2023
Title interview for ORF online Type A press release, press conference or response to a media enquiry/interview
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2020
Title AGU 2020 Type Personally asked as a key note speaker to a conference Level of Recognition Continental/International -
2020
Title EGU 2020 Type Personally asked as a key note speaker to a conference Level of Recognition Continental/International -
2024
Title CMEMS Marine Data 4 Arctic Ocean Workshop Type Personally asked as a key note speaker to a conference Level of Recognition Continental/International -
2024
Title US-Clivar POS Panel meeting Type Personally asked as a key note speaker to a conference Level of Recognition Continental/International -
2023
Title NASA JPL EEI workshop Type Personally asked as a key note speaker to a conference Level of Recognition Continental/International -
2023
Title AWI Potsdam department seminar Type Personally asked as a key note speaker to a conference Level of Recognition Regional (any country) -
2022
Title ISSI energy budget workshop Type Personally asked as a key note speaker to a conference Level of Recognition Continental/International