IMIS Phenology Data Since 1998
Long-term phenological data in alpine regions are often limited to a few locations and thus, little is known about climate-change induced plant phenological shifts above the treeline. Because plant growth initiation in seasonally snow-covered regions is largely driven by snowmelt timing and local temperature, it is essential to simultaneously track phenological shifts, snowmelt, and near-ground temperatures. In this study, we make use of ultrasonic snow height sensors installed at climate stations in the Swiss Alps to reveal phenological advance of grassland ecosystems and relate them to climatic changes over 25 years (1998 – 2023). When snow is absent, these snow height sensors additionally provide information on plant growth at a uniquely fine temporal scale. Daily temperatures and snow- / plant height values, annual phenological- and melt-out dates were derived from IMIS climate station data (doi.org/10.16904/envidat.406). We observed an advance of green-up by -2.4 days/decade coinciding with strong warming of up to +0.8°C/decade. Although the timing of melt-out has not changed significantly over the study period in this focal region, phenological responses to early melt-out years varied due to differing influences of photoperiodic and thermal constraints, which were not equally important across elevations and communities. Phenological shifts of alpine grasslands are thus likely to become even more pronounced if melt-out timing advances in the future as predicted.
This repository relates to the publication Zehnder et al. (2025). Snow height sensors reveal phenological advance in alpine grasslands. Global Change Biology. accepted. The model data and code that support our findings are deposited in this repository.
Funding Information:
This work was supported by:
Related Datasets
IMIS measuring network: doi.org/10.16904/envidat.406
Related Publications
Svoboda J., Ruesch M., Liechti D., Jones C., Volpi M., Zehnder M., Schweizer J. (2025) Towards deep-learning solutions for classification of automated snow height measurements (CleanSnow v1.0.2). Geosci. Model Dev. 18(5), 1829-1849. doi.org/10.5194/gmd-18-1829-2025
Citation:
Zehnder, Michael; Pfund, Beat; Svoboda, Jan; Marty, Christoph; Vitasse, Yann; Alexander, Jake; Hille Ris Lambers, Janneke; Rixen, Christian (2025). IMIS Phenology Data Since 1998. EnviDat. doi:10.16904/envidat.635.
DataCite
ISO 19139
GCMD DIF
README.txt
BibTex
RIS
Data and Resources
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all_stations.csvCSV
Contains unfiltered annual phenological, temperature and snow-climatic data...
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IMIS_daily.csvCSV
Contains daily climate station data including daily median temperatures, snow...
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pheno_params.csvCSV
Contains annual phenological variables and phenofit outputs, sorted, ordered...
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phenofit_outputlist.rdsrds
Temporary data. Contains annual unfiltered output of phenofit (i.e. the...
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phenostations.csvCSV
Contains filtered annual phenological data from 40 IMIS stations suitable and...
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station_info.csvCSV
Contains IMIS station location data
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0_readme.Rmdrmd
Is the readme that documents all data and code in this repository
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1_phenofit.Rr
implements the phenofit method. Note: This script is computationally...
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2_temperature.Rr
Contains temperature-related calculations.
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3_models.Rmdrmd
Documents and reproduces the statistical models used in the analysis.
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4_functions.Rr
Contains custom functions required for the scripts; this file must be sourced...
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5_method_plots.Rmdrmd
Generates the methods-related figures used in the publication.
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grass.pngPNG
Snow3.png and grass.png are needed for plotting the methods plot in...
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snow3.pngPNG
Snow3.png and grass.png are needed for plotting the methods plot in...
Metadata
Field |
Values |
DOI |
10.16904/envidat.635
|
Publication State |
Published |
Authors |
-
Email:
michael.zehnderfoo(at)slf.ch
Given Name:
Michael
Family Name:
Zehnder
Affiliation:
WSL Institute for Snow and Avalanche Research SLF
DataCRediT:
Curation, Collection, Publication, Validation, Supervision
-
Email:
bpfundfoo(at)ethz.ch
Given Name:
Beat
Family Name:
Pfund
Affiliation:
WSL Institute for Snow and Avalanche Research SLF, Flüelastr. 11, 7260 Davos Dorf
DataCRediT:
Curation, Collection, Validation, Publication
-
Email:
jan.svobodafoo(at)slf.ch
Given Name:
Jan
Family Name:
Svoboda
Affiliation:
WSL Institute for Snow and Avalanche Research SLF
DataCRediT:
Curation, Collection, Validation, Publication
-
Email:
martyfoo(at)slf.ch
ORCID:
0000-0002-0398-6253
Given Name:
Christoph
Family Name:
Marty
Affiliation:
WSL Institute for Snow and Avalanche Research SLF
DataCRediT:
Supervision, Curation, Collection, Publication, Validation
-
Email:
yann.vitassefoo(at)wsl.ch
ORCID:
0000-0002-7454-505X
Given Name:
Yann
Family Name:
Vitasse
Affiliation:
WSL
DataCRediT:
Curation, Collection, Validation, Publication
-
Email:
jake.alexanderfoo(at)usys.ethz.ch
ORCID:
https://orcid.org/0000-0003-2226-7913
Given Name:
Jake
Family Name:
Alexander
Affiliation:
Institute of Integrative Biology, ETH Zurich, 8092 Zurich, Switzerland
DataCRediT:
Supervision, Publication
-
Email:
Janneke.hillerislambersfoo(at)usys.ethz.ch
Given Name:
Janneke
Family Name:
Hille Ris Lambers
Affiliation:
Institute of Integrative Biology, ETH Zurich, 8092 Zurich, Switzerland
DataCRediT:
Supervision, Publication
-
Email:
rixenfoo(at)slf.ch
ORCID:
0000-0002-2486-9988
Given Name:
Christian
Family Name:
Rixen
Affiliation:
WSL Institute for Snow and Avalanche Research SLF
DataCRediT:
Supervision, Curation, Collection, Validation, Publication
|
Contact Person |
Given Name:
Michael
Family Name:
Zehnder
Email:
michael.zehnderfoo(at)slf.ch
|
Subtitles |
|
Publication |
Publisher:
EnviDat
Year:
2025
|
Dates |
-
Type:
Created
Date:
2022-04-01
End Date:
2025-04-07
-
Type:
Collected
Date:
1998-01-01
End Date:
2023-03-12
|
Version |
1.0 |
Type |
dataset |
General Type |
Dataset |
Language |
English |
Location |
Switzerland |
Content License |
Creative Commons Attribution (CC-BY 4.0)
|
Last Updated |
April 9, 2025, 14:14 (UTC)
|
Created |
April 7, 2025, 08:06 (UTC)
|