Back to Search
Start Over
Statistical Forecasting of Current and Future Circum-Arctic Ground Temperatures and Active Layer Thickness
- Source :
- Geophysical Research Letters. 45:4889-4898
- Publication Year :
- 2018
- Publisher :
- American Geophysical Union (AGU), 2018.
-
Abstract
- 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.
- Subjects :
- DYNAMICS
010504 meteorology & atmospheric sciences
Climate change
UNCERTAINTY
010502 geochemistry & geophysics
Permafrost
114 Physical sciences
01 natural sciences
Arctic
PERMAFROST REGION
SOUTHERN NORWAY
uncertainty
1172 Environmental sciences
0105 earth and related environmental sciences
CLIMATE-CHANGE
Ensemble forecasting
ICE
SPECIES DISTRIBUTION MODELS
DEGRADATION
Permafrost Region
Active layer
INSIGHTS
climate change
Geophysics
13. Climate action
Climatology
THERMAL REGIME
General Earth and Planetary Sciences
Environmental science
ground thermal regime
Current (fluid)
ensemble modeling
permafrost
Subjects
Details
- ISSN :
- 00948276
- Volume :
- 45
- Database :
- OpenAIRE
- Journal :
- Geophysical Research Letters
- Accession number :
- edsair.doi.dedup.....b45f0a56d962e4519518fa5fe6c43edf
- Full Text :
- https://doi.org/10.1029/2018gl078007