Stratification of spatial data into management classes is a common way of interpreting and manag-ing spatial agricultural data. High-resolution environmental and crop production information was collected within a 2.2-ha apple orchard (Malus domestica cv. Gala) near Sydney, NSW, Australia. Classifying the block into management units using the environmental data did not help to interpret the observed apple spatial variation in apple production. A backwards modelling approach was subsequently undertaken, effectively analyzing whether the crop production explains environmental variation. The backwards management unit model identified a different spatial patterning that revealed both an environmental and managerial effect on fruit production in different sections of the orchards. The unknown management effect had masked any spatial environmental-crop interactions in the initial (forward) management unit analysis. The combined forward and backward modeling approach significantly assisted the interpreta-tion of the spatial variation in production in the orchard and identified a previously unknown management effect. When using management units to assess spatial relationships, the inclusion of a backwards modeling approach may help industry and growers to better understand and interpret spatial relationships and facilitate orchard management.
Manfrini L., Corelli Grappadelli L., Morandi B., Losciale P., Taylor J.A. (2020). Innovative approaches to orchard management: Assessing the variability in yield and maturity in a 'Gala' apple orchard using a simple management unit modeling approach. EUROPEAN JOURNAL OF HORTICULTURAL SCIENCE, 85(4), 211-218 [10.17660/eJHS.2020/85.4.1].
Innovative approaches to orchard management: Assessing the variability in yield and maturity in a 'Gala' apple orchard using a simple management unit modeling approach
Manfrini L.
;Corelli Grappadelli L.;Morandi B.;
2020
Abstract
Stratification of spatial data into management classes is a common way of interpreting and manag-ing spatial agricultural data. High-resolution environmental and crop production information was collected within a 2.2-ha apple orchard (Malus domestica cv. Gala) near Sydney, NSW, Australia. Classifying the block into management units using the environmental data did not help to interpret the observed apple spatial variation in apple production. A backwards modelling approach was subsequently undertaken, effectively analyzing whether the crop production explains environmental variation. The backwards management unit model identified a different spatial patterning that revealed both an environmental and managerial effect on fruit production in different sections of the orchards. The unknown management effect had masked any spatial environmental-crop interactions in the initial (forward) management unit analysis. The combined forward and backward modeling approach significantly assisted the interpreta-tion of the spatial variation in production in the orchard and identified a previously unknown management effect. When using management units to assess spatial relationships, the inclusion of a backwards modeling approach may help industry and growers to better understand and interpret spatial relationships and facilitate orchard management.I documenti in IRIS sono protetti da copyright e tutti i diritti sono riservati, salvo diversa indicazione.