Homogenisation of a gridded snow water equivalent climatology for Alpine terrain: methodology and applications

Gridded snow water equivalent (SWE) data sets are valuable for estimating the snow water resources and verify different model systems, e.g. hydrological, land surface or atmospheric models. However, changing data availability represents a considerable challenge when trying to derive consistent time...

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Published in:The Cryosphere
Main Authors: S. Jörg-Hess, F. Fundel, T. Jonas, M. Zappa
Format: Article in Journal/Newspaper
Language:English
Published: Copernicus Publications 2014
Subjects:
Online Access:https://doi.org/10.5194/tc-8-471-2014
https://doaj.org/article/277d1f5fc17342f183c703afc51524e0
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spelling ftdoajarticles:oai:doaj.org/article:277d1f5fc17342f183c703afc51524e0 2023-05-15T18:32:31+02:00 Homogenisation of a gridded snow water equivalent climatology for Alpine terrain: methodology and applications S. Jörg-Hess F. Fundel T. Jonas M. Zappa 2014-03-01T00:00:00Z https://doi.org/10.5194/tc-8-471-2014 https://doaj.org/article/277d1f5fc17342f183c703afc51524e0 EN eng Copernicus Publications http://www.the-cryosphere.net/8/471/2014/tc-8-471-2014.pdf https://doaj.org/toc/1994-0416 https://doaj.org/toc/1994-0424 1994-0416 1994-0424 doi:10.5194/tc-8-471-2014 https://doaj.org/article/277d1f5fc17342f183c703afc51524e0 The Cryosphere, Vol 8, Iss 2, Pp 471-485 (2014) Environmental sciences GE1-350 Geology QE1-996.5 article 2014 ftdoajarticles https://doi.org/10.5194/tc-8-471-2014 2022-12-31T12:30:01Z Gridded snow water equivalent (SWE) data sets are valuable for estimating the snow water resources and verify different model systems, e.g. hydrological, land surface or atmospheric models. However, changing data availability represents a considerable challenge when trying to derive consistent time series for SWE products. In an attempt to improve the product consistency, we first evaluated the differences between two climatologies of SWE grids that were calculated on the basis of data from 110 and 203 stations, respectively. The "shorter" climatology (2001–2009) was produced using 203 stations (map203) and the "longer" one (1971–2009) 110 stations (map110). Relative to map203, map110 underestimated SWE, especially at higher elevations and at the end of the winter season. We tested the potential of quantile mapping to compensate for mapping errors in map110 relative to map203. During a 9 yr calibration period from 2001 to 2009, for which both map203 and map110 were available, the method could successfully refine the spatial and temporal SWE representation in map110 by making seasonal, regional and altitude-related distinctions. Expanding the calibration to the full 39 yr showed that the general underestimation of map110 with respect to map203 could be removed for the whole winter. The calibrated SWE maps fitted the reference (map203) well when averaged over regions and time periods, where the mean error is approximately zero. However, deviations between the calibrated maps and map203 were observed at single grid cells and years. When we looked at three different regions in more detail, we found that the calibration had the largest effect in the region with the highest proportion of catchment areas above 2000 m a.s.l. and that the general underestimation of map110 compared to map203 could be removed for the entire snow season. The added value of the calibrated SWE climatology is illustrated with practical examples: the verification of a hydrological model, the estimation of snow resource anomalies and the ... Article in Journal/Newspaper The Cryosphere Directory of Open Access Journals: DOAJ Articles The Cryosphere 8 2 471 485
institution Open Polar
collection Directory of Open Access Journals: DOAJ Articles
op_collection_id ftdoajarticles
language English
topic Environmental sciences
GE1-350
Geology
QE1-996.5
spellingShingle Environmental sciences
GE1-350
Geology
QE1-996.5
S. Jörg-Hess
F. Fundel
T. Jonas
M. Zappa
Homogenisation of a gridded snow water equivalent climatology for Alpine terrain: methodology and applications
topic_facet Environmental sciences
GE1-350
Geology
QE1-996.5
description Gridded snow water equivalent (SWE) data sets are valuable for estimating the snow water resources and verify different model systems, e.g. hydrological, land surface or atmospheric models. However, changing data availability represents a considerable challenge when trying to derive consistent time series for SWE products. In an attempt to improve the product consistency, we first evaluated the differences between two climatologies of SWE grids that were calculated on the basis of data from 110 and 203 stations, respectively. The "shorter" climatology (2001–2009) was produced using 203 stations (map203) and the "longer" one (1971–2009) 110 stations (map110). Relative to map203, map110 underestimated SWE, especially at higher elevations and at the end of the winter season. We tested the potential of quantile mapping to compensate for mapping errors in map110 relative to map203. During a 9 yr calibration period from 2001 to 2009, for which both map203 and map110 were available, the method could successfully refine the spatial and temporal SWE representation in map110 by making seasonal, regional and altitude-related distinctions. Expanding the calibration to the full 39 yr showed that the general underestimation of map110 with respect to map203 could be removed for the whole winter. The calibrated SWE maps fitted the reference (map203) well when averaged over regions and time periods, where the mean error is approximately zero. However, deviations between the calibrated maps and map203 were observed at single grid cells and years. When we looked at three different regions in more detail, we found that the calibration had the largest effect in the region with the highest proportion of catchment areas above 2000 m a.s.l. and that the general underestimation of map110 compared to map203 could be removed for the entire snow season. The added value of the calibrated SWE climatology is illustrated with practical examples: the verification of a hydrological model, the estimation of snow resource anomalies and the ...
format Article in Journal/Newspaper
author S. Jörg-Hess
F. Fundel
T. Jonas
M. Zappa
author_facet S. Jörg-Hess
F. Fundel
T. Jonas
M. Zappa
author_sort S. Jörg-Hess
title Homogenisation of a gridded snow water equivalent climatology for Alpine terrain: methodology and applications
title_short Homogenisation of a gridded snow water equivalent climatology for Alpine terrain: methodology and applications
title_full Homogenisation of a gridded snow water equivalent climatology for Alpine terrain: methodology and applications
title_fullStr Homogenisation of a gridded snow water equivalent climatology for Alpine terrain: methodology and applications
title_full_unstemmed Homogenisation of a gridded snow water equivalent climatology for Alpine terrain: methodology and applications
title_sort homogenisation of a gridded snow water equivalent climatology for alpine terrain: methodology and applications
publisher Copernicus Publications
publishDate 2014
url https://doi.org/10.5194/tc-8-471-2014
https://doaj.org/article/277d1f5fc17342f183c703afc51524e0
genre The Cryosphere
genre_facet The Cryosphere
op_source The Cryosphere, Vol 8, Iss 2, Pp 471-485 (2014)
op_relation http://www.the-cryosphere.net/8/471/2014/tc-8-471-2014.pdf
https://doaj.org/toc/1994-0416
https://doaj.org/toc/1994-0424
1994-0416
1994-0424
doi:10.5194/tc-8-471-2014
https://doaj.org/article/277d1f5fc17342f183c703afc51524e0
op_doi https://doi.org/10.5194/tc-8-471-2014
container_title The Cryosphere
container_volume 8
container_issue 2
container_start_page 471
op_container_end_page 485
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