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A consistent framework for quantifying global energy budgets

A consistent framework for quantifying global energy budgets

Michael Mayer (ORCID: 0000-0002-3126-0476)
  • Grant DOI 10.55776/P33177
  • Funding program Principal Investigator Projects
  • Status ended
  • Start January 1, 2020
  • End December 31, 2024
  • Funding amount € 378,624

Disciplines

Geosciences (100%)

Keywords

    Climate Variability, Climate Change, Ocean, Reanalysis, Atmosphere, Global Energy Budget

Abstract Final report

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.

Research institution(s)
  • Universität Wien - 100%
International project participants
  • 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
Publications
  • 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
  • 0
    DOI 10.5194/hess-2021-318-rc2
    Type Other
  • 0
    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
Policies
  • 2021
    Title citation in IPCC AR6
    Type Citation in systematic reviews
Datasets & models
  • 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
Software
  • 2025 Link
    Title susannawinkelbauer/StraitFlux: StraitFlux v1.0.8
    DOI 10.5281/zenodo.14620841
    Link Link
Disseminations
  • 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
Scientific Awards
  • 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

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