Adjustment of regional climate model output for modeling the climatic mass balance of all glaciers on Svalbard. Issue 10 (21st May 2016)
- Record Type:
- Journal Article
- Title:
- Adjustment of regional climate model output for modeling the climatic mass balance of all glaciers on Svalbard. Issue 10 (21st May 2016)
- Main Title:
- Adjustment of regional climate model output for modeling the climatic mass balance of all glaciers on Svalbard
- Authors:
- Möller, Marco
Obleitner, Friedrich
Reijmer, Carleen H.
Pohjola, Veijo A.
Głowacki, Piotr
Kohler, Jack - Abstract:
- Abstract: Large‐scale modeling of glacier mass balance relies often on the output from regional climate models (RCMs). However, the limited accuracy and spatial resolution of RCM output pose limitations on mass balance simulations at subregional or local scales. Moreover, RCM output is still rarely available over larger regions or for longer time periods. This study evaluates the extent to which it is possible to derive reliable region‐wide glacier mass balance estimates, using coarse resolution (10 km) RCM output for model forcing. Our data cover the entire Svalbard archipelago over one decade. To calculate mass balance, we use an index‐based model. Model parameters are not calibrated, but the RCM air temperature and precipitation fields are adjusted using in situ mass balance measurements as reference. We compare two different calibration methods: root mean square error minimization and regression optimization. The obtained air temperature shifts (+1.43°C versus +2.22°C) and precipitation scaling factors (1.23 versus 1.86) differ considerably between the two methods, which we attribute to inhomogeneities in the spatiotemporal distribution of the reference data. Our modeling suggests a mean annual climatic mass balance of −0.05 ± 0.40 m w.e. a −1 for Svalbard over 2000–2011 and a mean equilibrium line altitude of 452 ± 200 m above sea level. We find that the limited spatial resolution of the RCM forcing with respect to real surface topography and the usage of spatiallyAbstract: Large‐scale modeling of glacier mass balance relies often on the output from regional climate models (RCMs). However, the limited accuracy and spatial resolution of RCM output pose limitations on mass balance simulations at subregional or local scales. Moreover, RCM output is still rarely available over larger regions or for longer time periods. This study evaluates the extent to which it is possible to derive reliable region‐wide glacier mass balance estimates, using coarse resolution (10 km) RCM output for model forcing. Our data cover the entire Svalbard archipelago over one decade. To calculate mass balance, we use an index‐based model. Model parameters are not calibrated, but the RCM air temperature and precipitation fields are adjusted using in situ mass balance measurements as reference. We compare two different calibration methods: root mean square error minimization and regression optimization. The obtained air temperature shifts (+1.43°C versus +2.22°C) and precipitation scaling factors (1.23 versus 1.86) differ considerably between the two methods, which we attribute to inhomogeneities in the spatiotemporal distribution of the reference data. Our modeling suggests a mean annual climatic mass balance of −0.05 ± 0.40 m w.e. a −1 for Svalbard over 2000–2011 and a mean equilibrium line altitude of 452 ± 200 m above sea level. We find that the limited spatial resolution of the RCM forcing with respect to real surface topography and the usage of spatially homogeneous RCM output adjustments and mass balance model parameters are responsible for much of the modeling uncertainty. Sensitivity of the results to model parameter uncertainty is comparably small and of minor importance. Key Points: Optimal adjustment of RCM output varies depending on type of calibration due to inhomogeneous distribution of in situ reference data Mean annual climatic mass balance of all glaciers on Svalbard over 2000–2011 is −0.05 m w.e. a −1 with a mean ELA of 452 m asl Inaccurate RCM topography and inhomogeneous reference data distribution pose challenges to model calibration … (more)
- Is Part Of:
- Journal of geophysical research. Volume 121:Issue 10(2016)
- Journal:
- Journal of geophysical research
- Issue:
- Volume 121:Issue 10(2016)
- Issue Display:
- Volume 121, Issue 10 (2016)
- Year:
- 2016
- Volume:
- 121
- Issue:
- 10
- Issue Sort Value:
- 2016-0121-0010-0000
- Page Start:
- 5411
- Page End:
- 5429
- Publication Date:
- 2016-05-21
- Subjects:
- RCM output -- glacier mass balance -- Svalbard -- modeling -- Arctic
Atmospheric physics -- Periodicals
Geophysics -- Periodicals
551.5 - Journal URLs:
- http://onlinelibrary.wiley.com/journal/10.1002/(ISSN)2169-8996 ↗
http://www.agu.org/journals/jd/ ↗
http://onlinelibrary.wiley.com/ ↗ - DOI:
- 10.1002/2015JD024380 ↗
- Languages:
- English
- ISSNs:
- 2169-897X
- Deposit Type:
- Legaldeposit
- View Content:
- Available online (eLD content is only available in our Reading Rooms) ↗
- Physical Locations:
- British Library DSC - 4995.001000
British Library DSC - BLDSS-3PM
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