Analysis of Open Access Data Sources for Application in Precision Agriculture (CROSBI ID 706122)
Prilog sa skupa u zborniku | izvorni znanstveni rad | međunarodna recenzija
Podaci o odgovornosti
Skocir, Pavle ; Mandaric, Katarina ; Kralj, Ivan ; Podnar Zarko, Ivana ; Jezic, Gordan
engleski
Analysis of Open Access Data Sources for Application in Precision Agriculture
Precision agriculture uses new technologies to improve crop yields and increase profitability for farmers while reducing the inputs required to grow crops, such as land, water, fertilizers, pesticides, etc. Environmental microclimate data (e.g., air and soil temperature or moisture) are needed as inputs to precision agriculture applications so that adequate decisions and agrotechnical measures can be applied in the fields. Most of the existing precision agriculture solutions for environmental and crop monitoring use locally deployed sensors as the main data source. Since the deployment and maintenance of physical sensors in the fields potentially involves significant costs and human effort, open-access data sources may be an effective complement to environmental data from deployed sensors, but the question remains whether open-access data sources are comparable to locally deployed sensors in terms of accuracy. This paper analyzes the correlation between open environmental data sources provided by the Copernicus ERA5-Land and Agri4Cast data sets, and data collected by locally deployed sensors to determine the extent to which open data sources can be used in precision agriculture.
precision agriculture ; open access data sources ; sensor data ; satellite data
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Podaci o prilogu
165-172.
2021.
objavljeno
10.23919/contel52528.2021.9495978
Podaci o matičnoj publikaciji
Proceedings of the 16th International Conference on Telecommunications
Antonić, Martina ; Babić, Jurica
Zagreb: Institute of Electrical and Electronics Engineers (IEEE)
978-1-6654-1385-5
Podaci o skupu
16th International Conference on Telecommunications (ConTEL 2021)
predavanje
30.06.2021-02.07.2021
Zagreb, Hrvatska