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  Substantial differences in crop yield sensitivities between models call for functionality-based model evaluation

Müller, C., Jägermeyr, J., Franke, J. A., Balkovič, J., Ciais, P., Dury, M., Falloon, P., Folberth, C., Hank, T., Hoffmann, M., Izaurralde, R., Jacquemin, I., Khabarov, N., Liu, W., Olin, S., Pugh, T., Wang, X., Williams, K. E., Zabel, F., Elliott, J. W. (2024): Substantial differences in crop yield sensitivities between models call for functionality-based model evaluation. - Earth's Future, 12, 3, e2023EF003773.
https://doi.org/10.1029/2023EF003773

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962453_0_supp_10949428_rr186z.pdf (Ergänzendes Material), 8MB
 
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externe Referenz:
https://zenodo.org/records/2582531 (Ergänzendes Material)
Beschreibung:
This data set contains output data from simulations with the model APSIM-UGOE for maize as part of AgMIP's Global Gridded Crop Model Intercomparison (GGCMI) phase II output data set.

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 Urheber:
Müller, Christoph1, Autor              
Jägermeyr, Jonas1, Autor              
Franke, James A.2, Autor
Balkovič, Juraj2, Autor
Ciais, Philippe2, Autor
Dury, Marie2, Autor
Falloon, Pete2, Autor
Folberth, Christian2, Autor
Hank, Tobias2, Autor
Hoffmann, Munir2, Autor
Izaurralde, Roberto2, Autor
Jacquemin, Ingrid2, Autor
Khabarov, Nikolay2, Autor
Liu, Wenfeng2, Autor
Olin, Stefan2, Autor
Pugh, Thomas2, Autor
Wang, Xuhui2, Autor
Williams, Karina Emmanuelle2, Autor
Zabel, Florian2, Autor
Elliott, Joshua W2, Autor
Affiliations:
1Potsdam Institute for Climate Impact Research, ou_persistent13              
2External Organizations, ou_persistent22              

Inhalt

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Schlagwörter: agmip, crop model, evaluation, global, sensitivity, uncertainty
 Zusammenfassung: Crop models are often used to project future crop yield under climate and global change and typically show a broad range of outcomes. To understand differences in modeled responses, we analysed modeled crop yield response types using impact response surfaces along four drivers of crop yield: carbon dioxide (C), temperature (T), water (W), and nitrogen (N). Crop yield response types help to understand differences in simulated responses per driver and their combinations rather than aggregated changes in yields as the result of simultaneous changes in various drivers. We find that models’ sensitivities to the individual drivers are substantially different and often more different across models than across regions. There is some agreement across models with respect to the spatial patterns of response types but strong differences in the distribution of response types across models and their configurations suggests that models need to undergo further scrutiny. We suggest establishing standards in model evaluation based on emergent functionality not only against historical yield observations but also against dedicated experiments across different drivers to analyze emergent functional patterns of crop models.

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Sprache(n): eng - Englisch
 Datum: 2023-05-022024-02-212024-03-112024-03-11
 Publikationsstatus: Final veröffentlicht
 Seiten: 21
 Ort, Verlag, Ausgabe: -
 Inhaltsverzeichnis: -
 Art der Begutachtung: Expertenbegutachtung
 Identifikatoren: Organisational keyword: RD2 - Climate Resilience
PIKDOMAIN: RD2 - Climate Resilience
Working Group: Land Use and Resilience
Research topic keyword: Food & Agriculture
Regional keyword: Global
Model / method: LPJmL
MDB-ID: No MDB - stored outside PIK (see DOI)
OATYPE: Gold - DEAL Wiley
DOI: 10.1029/2023EF003773
 Art des Abschluß: -

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Projektname : Gefördert im Rahmen des Förderprogramms "Open Access Publikationskosten" durch die Deutsche Forschungsgemeinschaft (DFG) - Projektnummer 491075472.
Grant ID : -
Förderprogramm : Open-Access-Publikationskosten (491075472)
Förderorganisation : Deutsche Forschungsgemeinschaft (DFG)

Quelle 1

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Titel: Earth's Future
Genre der Quelle: Zeitschrift, SCI, Scopus, p3, oa
 Urheber:
Affiliations:
Ort, Verlag, Ausgabe: -
Seiten: - Band / Heft: 12 (3) Artikelnummer: e2023EF003773 Start- / Endseite: - Identifikator: CoNE: https://publications.pik-potsdam.de/cone/journals/resource/170925
Publisher: Wiley