Identifying The Most Relevant Issues To Minimize
An Automated Irrigation Water Supply In
Vineyards Using Data Mining
Author(s)
A. Rabasa Dolado, J. M. Molina Martínez, H. Puerto Molina,
J. J. Rodríguez-Sala, L. Santamaría Arana & A. Ruiz Canales
Abstract
In order to carry out optimal daily irrigation programming for vineyard
production, different variables have to be considered. Some of them are related
to soil (soil moisture variation), other variables are related to crop (variety,
dendrometry, leaf temperature) and finally some climatic variables are
considered (reference evapotranspiration ETo and rainfall). This daily irrigation
programming is traditionally based on physical–mathematical models (soil water
balance, radiation, drainage among others). This is a model-driven methodology.
However, in this paper a data-driven methodology is proposed. With this
methodology, the daily water consumption of a crop is estimated from daily
values acquired through the variables described above. This approach predicts
minimal water consumption. In addition, the significant variables in daily water
consumption according to crop and phenological phases are determined. The
experiment was developed in a vineyard farm located in Villena, Spain.
Representative daily data of five vineyard varieties (Cabernet Blanc, Merlot,
Petit Verdot, Sauvignon Blanc and Syrah) were collected from 2005 to 2009.
These data were subsequently analysed by Data Mining techniques that are
oriented to extraction and rule systems classification. This methodology will be
used in the development of applied algorithms in software for decision tools in
irrigation programming for vineyard production.
Keywords: Da a Mining, irrigation, vineyard.
Keywords
Data Mining, irrigation, vineyard
Related Book
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