Ensemble modeling analysis reveals a six-fold drop in ocean heat content uncertainty since 1955, indicating robust long-term warming across the global upper ocean.
Ocean heat content (OHC) dominates Earth’s energy imbalance, but its uncertainty has not been fully understood. Here, we construct a Large-Ensemble to comprehensively quantify the OHC uncertainty from global to regional scales since 1955, and consider eight groups of error sources based on the community’s efforts. The global upper 2000 m OHC estimated uncertainty (defined as 5–95% quartile error range) has reduced six-fold since 1955 from ~111 ZJ (1955–1965) to ~19 ZJ (2014–2023), mainly due to reduced mapping/sampling uncertainty. This indicates a robust upper 2000 m OHC increase since 1955 of 449 [385, 519] ZJ. Quality-Control (QC) has become a primary error source recently, due to the difficulties detecting outliers in eddy-rich regions. Trend uncertainty sources differ from annual OHC: for 2005–2023, the upper 2000m trend is 10.9 [9.2, 11.4] ZJ yr −1 (0.68 [0.57, 0.71] Wm −2 ), with uncertainties from spatial gaps, mapping, QC, and climatology choice. The ocean warming rate increase from 2005–2023 is small but robust: 0.34 [0.19, 0.46] Wm −2 dec −1 . These comprehensive uncertainty estimates guide future improvements in the global ocean observing system.
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Yuan et al. (2026) studied this question.
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