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Open AccessJournal ArticleDOI

Optimum size in grid soil sampling for variable rate application in site-specific management

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TLDR
In this paper, the authors evaluate the spatial variability of the main attributes that influence fertilization recommendations, using georeferenced soil samples arranged in grid patterns of different resolutions, and compare the spatial maps generated with those obtained with the standard sampling of 1 sample ha -1, in order to verify the appropriateness of the spatial resolution.
Abstract
The importance of understanding spatial variability of soils is connected to crop management planning. This understanding makes it possible to treat soil not as a uniform, but a variable entity, and it enables site-specific management to increase production efficiency, which is the target of precision agriculture. Questions remain as the optimum soil sampling interval needed to make site-specific fertilizer recommendations in Brazil. The objectives of this study were: i) to evaluate the spatial variability of the main attributes that influence fertilization recommendations, using georeferenced soil samples arranged in grid patterns of different resolutions; ii) to compare the spatial maps generated with those obtained with the standard sampling of 1 sample ha -1 , in order to verify the appropriateness of the spatial resolution. The attributes evaluated were phosphorus (P), potassium (K), organic matter (OM), base saturation (V%) and clay. Soil samples were collected in a 100 × 100 m georeferenced grid. Thinning was performed in order to create a grid with one sample every 2.07, 2.88, 3.75 and 7.20 ha. Geostatistical techniques, such as semivariogram and interpolation using kriging, were used to analyze the attributes at the different grid resolutions. This analysis was performed with the Vesper software package. The maps created by this method were compared using the kappa statistics. Additionally, correlation graphs were drawn by plotting the observed values against the estimated values using cross-validation. P, K and V%, a finer sampling resolution than the one using 1 sample ha -1 is required, while for OM and clay coarser resolutions of one sample every two and three hectares, respectively, may be acceptable.

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Journal ArticleDOI

Sensor systems for mapping soil fertility attributes: challenges, advances, and perspectives in brazilian tropical soils

TL;DR: A broad view of the challenges, advances, and perspectives of sensor application in Brazilian tropical soils in the context of precision agriculture can be found in this article, where the authors present a bibliographic review of the concepts involved and main techniques used in soil sensing to predict fertility attributes.
Journal ArticleDOI

Sampling density and proportion for the characterization of the variability of Oxisol attributes on different materials

TL;DR: In this article, the most appropriate sampling density and proportion for the characterization of Oxisol attributes on different materials, using the magnetic susceptibility (MS), was investigated, and 60 samples were collected from part of the area in the density of one point per 2.5
Journal ArticleDOI

3D spectral analysis in the VNIR–SWIR spectral region as a tool for soil classification

TL;DR: In this article, the authors used airborne hyperspectral data from the AisaFENIX sensor for surface classification and ASD spectral measurements of soil samples for subsurface analysis.
Journal ArticleDOI

Influence of soil sample preparation on the quantification of NPK content via spectroscopy

TL;DR: In this paper, the effect of sieving and drying temperature on the determination of total nitrogen and phosphorus and potassium contents, by using Vis-NIR and mid-infrared spectroscopies, was evaluated.
Journal ArticleDOI

3D-Printed Graphene Electrodes Applied in an Impedimetric Electronic Tongue for Soil Analysis

TL;DR: In this article, an electronic tongue sensing device based on impedance spectroscopy was used to recognize distinct soil samples (sandy and clayey) enriched with macronutrients.
References
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Journal ArticleDOI

A Coefficient of agreement for nominal Scales

TL;DR: In this article, the authors present a procedure for having two or more judges independently categorize a sample of units and determine the degree, significance, and significance of the units. But they do not discuss the extent to which these judgments are reproducible, i.e., reliable.
Book ChapterDOI

Application of Geostatistics to Spatial Studies of Soil Properties

TL;DR: Geostatistical analysis of spatial variability is applied to estimation of ore reserves in the mining industry, water resources research, soil science, and archaeology as mentioned in this paper, and identifies some future applications of geostatistics to spatial studies in soil and agronomic research.
Book

Encyclopedia of soil science.

TL;DR: In this paper, Kastanozems et al. present a glossary of glossary terms: Acid Deposition, Acid Rock Drainage, Acid Sulfate Soils, Acidity, Acrisols, Activity Ratio, Aggregate Stability.
Journal ArticleDOI

Comparison of kriging and inverse-distance methods for mapping soil parameters

TL;DR: In this article, the authors compared the performance of kriging and inversedistance-squared (INSQ) techniques for characterizing the spatial variability of soil parameters used to define the application rate.
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