期刊
GEOPHYSICAL RESEARCH LETTERS
卷 45, 期 10, 页码 4889-4898出版社
AMER GEOPHYSICAL UNION
DOI: 10.1029/2018GL078007
关键词
ensemble modeling; permafrost; climate change; uncertainty; Arctic; ground thermal regime
资金
- Academy of Finland [307761, 285040, 286950]
Mean annual ground temperature (MAGT) and active layer thickness (ALT) are key to understanding the evolution of the ground thermal state across the Arctic under climate change. Here a statistical modeling approach is presented to forecast current and future circum-Arctic MAGT and ALT in relation to climatic and local environmental factors, at spatial scales unreachable with contemporary transient modeling. After deploying an ensemble of multiple statistical techniques, distance-blocked cross validation between observations and predictions suggested excellent and reasonable transferability of the MAGT and ALT models, respectively. The MAGT forecasts indicated currently suitable conditions for permafrost to prevail over an area of 15.1 +/- 2.8 x 10(6) km(2). This extent is likely to dramatically contract in the future, as the results showed consistent, but region-specific, changes in ground thermal regime due to climate change. The forecasts provide new opportunities to assess future Arctic changes in ground thermal state and biogeochemical feedback.
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