State Key Laboratory of Resources and Environment Information System, Institute of Geographic Sciences and Natural Resources Research, Chinese Academy of Sciences, Beijing 100101, China
University of Chinese Academy of Sciences, Beijing 100049, China
State Key Laboratory of Resources and Environment Information System, Institute of Geographic Sciences and Natural Resources Research, Chinese Academy of Sciences, Beijing 100101, China
University of Chinese Academy of Sciences, Beijing 100049, China
Meng Liu
State Key Laboratory of Efficient Utilization of Arable Land in China, Institute of Agricultural Resources and Regional Planning, Chinese Academy of Agricultural Sciences, Beijing 100081, China
Lingxiao Huang
State Key Laboratory of Resources and Environment Information System, Institute of Geographic Sciences and Natural Resources Research, Chinese Academy of Sciences, Beijing 100101, China
University of Chinese Academy of Sciences, Beijing 100049, China
Zhao-Liang Li
State Key Laboratory of Resources and Environment Information System, Institute of Geographic Sciences and Natural Resources Research, Chinese Academy of Sciences, Beijing 100101, China
University of Chinese Academy of Sciences, Beijing 100049, China
State Key Laboratory of Efficient Utilization of Arable Land in China, Institute of Agricultural Resources and Regional Planning, Chinese Academy of Agricultural Sciences, Beijing 100081, China
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2,301
1,010
195
3,506
282
150
225
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XML: 195
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BibTeX: 150
EndNote: 225
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Cumulative views and downloads
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Total article views: 838 (including HTML, PDF, and XML)
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499
215
124
838
90
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HTML: 499
PDF: 215
XML: 124
Total: 838
Supplement: 90
BibTeX: 83
EndNote: 101
Views and downloads (calculated since 19 May 2026)
Cumulative views and downloads
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Total article views: 2,668 (including HTML, PDF, and XML)
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1,802
795
71
2,668
192
67
124
HTML: 1,802
PDF: 795
XML: 71
Total: 2,668
Supplement: 192
BibTeX: 67
EndNote: 124
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Cumulative views and downloads
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Total article views: 3,506 (including HTML, PDF, and XML)
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and 87 with unknown origin.
Total article views: 838 (including HTML, PDF, and XML)
Thereof 798 with geography defined
and 40 with unknown origin.
Total article views: 2,668 (including HTML, PDF, and XML)
Thereof 2,621 with geography defined
and 47 with unknown origin.
We developed a new global daily dataset of turbulent heat exchanges between the ocean and atmosphere from 1993 to 2017. Utilizing a novel approach that combines machine learning with physical constraints, our model generates more accurate and physically reasonable estimates compared to existing datasets. This advancement enables improved understanding of ocean-atmosphere interactions, which are crucial for monitoring Earth's energy and water cycles and enhancing climate change projections.
We developed a new global daily dataset of turbulent heat exchanges between the ocean and...