Determining the management zones with hierarchic and non-hierarchic clustering methods
Autor: | J. Galambošová, V. Rataj, R. Prokeinová, J. Prešinská |
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Jazyk: | angličtina |
Rok vydání: | 2014 |
Předmět: | |
Zdroj: | Research in Agricultural Engineering, Vol 60, Iss Special Issue, Pp S44-S51 (2014) |
Druh dokumentu: | article |
ISSN: | 1212-9151 1805-9376 |
DOI: | 10.17221/34/2013-RAE |
Popis: | Delineation of the management zones of a field is commonly used in precision agriculture technology. There are many techniques used to identify management zones. The most used technique is k-means clustering, where the number of clusters is managed by the user. The paper deals with clustering the yield data and electromagnetic data of a 17 ha field using the Ward's method followed by the k-means clustering method. The cubic clustering criterion was used to determine the number of clusters. Based on results, it can be concluded that it is beneficial to combine the k-means clustering method with the hierarchic method (Ward's method). |
Databáze: | Directory of Open Access Journals |
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