Data interpolation in the definition of management zones

被引:16
|
作者
Schenatto, Kelyn [1 ]
Souza, Eduardo Godoy [2 ]
Bazzi, Claudio Leones [3 ]
Bier, Vanderlei Arthur [2 ]
Betzek, Nelson Miguel [3 ]
Gavioli, Alan [3 ]
机构
[1] Univ Tecnol Fed Parana, Prolongamento Rua Cerejeira S-N, BR-85892000 Santa Helena, Parana, Brazil
[2] Univ Estadual Oeste Parana, Cascavel, Parana, Brazil
[3] Univ Tecnol Fed Parana, Medianeira, Parana, Brazil
关键词
inverse of distance; inverse of square of distance; kriging; SOIL ELECTRICAL-CONDUCTIVITY; YIELD; MAPS; DELINEATION;
D O I
10.4025/actascitechnol.v38i1.27745
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
Precision agriculture (PA) comprises the use of management zones (MZs). Sample data are usually interpolated to define MZs. Current research checks whether there is a need for data interpolation by evaluating the quality of MZs by five indices - variance reduction (VR), fuzzy performance index (FPI), modified partition entropy index (MPE), Kappa index and the cluster validation index (CVI), of which the latter has been focused in current assay. Soil texture, soil resistance to penetration, elevation and slope in an experimental area of 15.5 ha were employed as attributes to the generation of MZ, correlating them with data of soybean yield from 2011-2012 and 2012-2013 harvests. Data interpolation prior to MZs generation is important to achieve MZs as a smoother contour and for a greater reduction in data variance. The Kriging interpolator had the best performance. CVI index proved to be efficient in choosing MZs, with a less subjective decision on the best interpolator or number of MZs.
引用
收藏
页码:31 / 40
页数:10
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