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Data and analysis scripts for: Recent acceleration in global ocean heat accumulation by mode and intermediate waters

The ocean absorbs >90% of anthropogenic heat in the Earth system, moderating global atmospheric warming. However, it remains unclear how this heat uptake is distributed by basin and across water masses. Here we analyze historical and recent observations to show that ocean heat uptake has accelerated dramatically since the 1990s, nearly doubling during 2010–2020 relative to 1990–2000. Of the total ocean heat uptake over the Argo era 2005–2020, about 89% can be found in global mode and intermediate water layers, spanning both hemispheres and both subtropical and subpolar mode waters. Due to anthropogenic warming, there are significant changes in the volume of these water-mass layers as they warm and freshen. After factoring out volumetric changes, the combined warming of these layers accounts for ~76% of global ocean warming. We further decompose these water-mass layers into regional water masses over the subtropical Pacific and Atlantic Oceans and in the Southern Ocean. This shows that regional mode and intermediate waters are responsible for a disproportionate fraction of total heat uptake compared to their volume, with important implications for understanding ongoing ocean warming, sea-level rise, and climate impacts.


The study titled “Recent acceleration in global ocean heat accumulation by mode and intermediate waters” was published in Nature Communications in October 2023.


All datasets are publicly accessible ( https://doi.org/10.5281/zenodo.17274477) and are additionally linked to this record.

Simple

Identification info

Date (Publication)
2025-09-23T00:00:00

Identifier

Title
Information and documentation - Digital object identifier system
Citation identifier
ISO 26324:2012

Code
10.25959/BT5Y-0V69
Codespace
doi.org
Description
Digital Object Identifier (DOI)

Resource provider

Institute for Marine and Antarctic Studies

Principal investigator

University of New South Wales, Sydney - Li, Zhi
ROR ID >

ORCID >

Collaborator

University of New South Wales, Sydney - England, Matthew
ROR ID >

ORCID >

Collaborator

Royal Netherlands Institute for Sea Research - Groeskamp, Sjoerd
ROR ID >

ORCID >

Credit
This research was supported by the Australian Research Council Special Research Initiative, Australian Centre for Excellence in Antarctic Science (ACEAS) (Project Number SR200100008).
Status
Completed

Principal investigator

University of New South Wales, Sydney - Li, Zhi
Sydney
New South Wales
Australia
ROR ID >

ORCID >

Topic category
  • Oceans

Extent

N
S
E
W


Temporal extent

Time period
2023-09-29 2023-10-03

Vertical element

Minimum value
0
Maximum value
2000
Identifier
EPSG::5715
Name
MSL depth
Maintenance and update frequency
Not planned
Keywords (Theme)
  • earth science
  • ocean circulation
  • ocean mixed layer
  • global warming
  • ocean heat uptake
  • ocean heat content
  • mode water
  • intermediate water
Global Change Master Directory Earth Science Keywords, Version 8.5
  • OCEAN HEAT BUDGET
Australian and New Zealand Standard Research Classification (ANZSRC): Fields of Research
  • Climate Change Processes
  • Physical Oceanography

Resource constraints

Linkage
https://licensebuttons.net/l/by/4.0/88x31.png

License Graphic

Title
Creative Commons Attribution 4.0 International License
Alternate title
CC-BY
Edition
4.0


>

Website
https://creativecommons.org/licenses/by/4.0/

License Text

Other constraints
Cite data as: Li, Z., England, M., & Groeskamp, S. (2025). Data and analysis scripts for: Recent acceleration in global ocean heat accumulation by mode and intermediate waters [Data set]. Institute for Marine and Antarctic Studies. https://doi.org/10.25959/BT5Y-0V69
Language
English
Character encoding
UTF8
Supplemental Information
Li, Z., England, M.H. & Groeskamp, S. Recent acceleration in global ocean heat accumulation by mode and intermediate waters. Nat Commun 14, 6888 (2023). https://doi.org/10.1038/s41467-023-42468-z

Content Information

Content type
Physical measurement

Distribution Information

Distribution format
  • .nc, .mat

OnLine resource
Data access via Zenodo

OnLine resource
Data access via IMAS storage

OnLine resource
Associated publication

Li, Z., England, M.H. & Groeskamp, S. Recent acceleration in global ocean heat accumulation by mode and intermediate waters. Nat Commun 14, 6888 (2023). https://doi.org/10.1038/s41467-023-42468-z

Resource lineage

Statement
This project is mainly based on observational datasets, including the Scripps Roemmich-Gilson Argo product, IAP global ocean temperature and salinity gridded product, and the Met Office EN4 datasets, and the ERA5 reanalysis data. The methodologies include looking at the mixed layer depth, water-mass formation and property variability, subduction rate, water-mass transformation and formation rate due to isopycnal mixing, vertical mixing, and air-sea fluxes, using the observation and reanalysis datasets.
Hierarchy level
Dataset
Hierarchy level
Dataset

Metadata

Metadata identifier
urn:uuid/07500226-5b2f-4686-8ca6-9d2fb8c2da94

Language
English
Character encoding
UTF8

Distributor

Institute for Marine and Antarctic Studies - (IMAS Data Manager)
IMAS website >

Type of resource

Resource scope
Dataset
Name
IMAS Dataset level record
Metadata linkage
https://metadata.imas.utas.edu.au/geonetwork/srv/eng/catalog.search#/metadata/07500226-5b2f-4686-8ca6-9d2fb8c2da94

Point of truth URL of this metadata record

Date info (Creation)
2023-10-03T00:00:00
Date info (Revision)
2025-12-03T17:48:55

Metadata standard

Title
ISO 19115-3:2018
 
 

Overviews

Spatial extent

N
S
E
W


Keywords

earth science global warming intermediate water mode water ocean circulation ocean heat content ocean heat uptake ocean mixed layer
Australian and New Zealand Standard Research Classification (ANZSRC): Fields of Research
Climate Change Processes Physical Oceanography
Global Change Master Directory Earth Science Keywords, Version 8.5
OCEAN HEAT BUDGET

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Associated resources

Not available


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