The Danube Basin has been hit by several droughts in the last few years. As climate change makes weather extremes and temperature records in late winter and early spring more likely, water availability and irrigation possibilities become more important. In this paper, the crop water demand at field and national scale within the Danube Basin is presented using a dense time series of multispectral Sentinel-2 data, for crop type maps derived with deep learning techniques and physically-based models for crop parameter retrieval and crop growth modelling.
Crop Water Availability Mapping in the Danube Basin Based on Deep Learning, Hydrological and Crop Growth Modelling / Migdall, Silke; Dotzler, Sandra; Gleisberg, Eva; Appel, Florian; Muerth, Markus; Bach, Heike; Weikmann, Giulio; Paris, Claudia; Marinelli, Daniele; Bruzzone, Lorenzo. - In: ENGINEERING PROCEEDINGS. - ISSN 2673-4591. - 9:1(2022), pp. 42.1-42.5. (Intervento presentato al convegno EFITA 2021 tenutosi a Online nel 25th-26th May 2021) [10.3390/engproc2021009042].
Crop Water Availability Mapping in the Danube Basin Based on Deep Learning, Hydrological and Crop Growth Modelling
Weikmann, Giulio;Paris, Claudia;Marinelli, DanielePenultimo
;Bruzzone, LorenzoUltimo
2022-01-01
Abstract
The Danube Basin has been hit by several droughts in the last few years. As climate change makes weather extremes and temperature records in late winter and early spring more likely, water availability and irrigation possibilities become more important. In this paper, the crop water demand at field and national scale within the Danube Basin is presented using a dense time series of multispectral Sentinel-2 data, for crop type maps derived with deep learning techniques and physically-based models for crop parameter retrieval and crop growth modelling.| File | Dimensione | Formato | |
|---|---|---|---|
|
engproc-09-00042.pdf
accesso aperto
Tipologia:
Versione editoriale (Publisher’s layout)
Licenza:
Creative commons
Dimensione
1.17 MB
Formato
Adobe PDF
|
1.17 MB | Adobe PDF | Visualizza/Apri |
I documenti in IRIS sono protetti da copyright e tutti i diritti sono riservati, salvo diversa indicazione
