Twenty five years of remote sensing in precision agriculture: Key advances and remaining knowledge gaps

DJ Mulla - Biosystems engineering, 2013 - Elsevier
Precision agriculture dates back to the middle of the 1980's. Remote sensing applications in
precision agriculture began with sensors for soil organic matter, and have quickly diversified …

The use of electromagnetic induction techniques in soils studies

JA Doolittle, EC Brevik - Geoderma, 2014 - Elsevier
Electromagnetic induction (EMI) has been used to characterize the spatial variability of soil
properties since the late 1970s. Initially used to assess soil salinity, the use of EMI in soil …

Apparent soil electrical conductivity measurements in agriculture

DL Corwin, SM Lesch - Computers and electronics in agriculture, 2005 - Elsevier
The field-scale application of apparent soil electrical conductivity (ECa) to agriculture has its
origin in the measurement of soil salinity, which is an arid-zone problem associated with …

Characterizing soil spatial variability with apparent soil electrical conductivity: I. Survey protocols

DL Corwin, SM Lesch - Computers and electronics in agriculture, 2005 - Elsevier
Spatial characterization of the variability of soil physico-chemical properties is a fundamental
element of (i) soil quality assessment,(ii) modeling non-point source pollutants in soil, and …

Relating apparent electrical conductivity to soil properties across the north-central USA

KA Sudduth, NR Kitchen, WJ Wiebold… - … and electronics in …, 2005 - Elsevier
Apparent electrical conductivity (ECa) of the soil profile can be used as an indirect indicator
of a number of soil physical and chemical properties. Commercially available ECa sensors …

Review of soil salinity assessment for agriculture across multiple scales using proximal and/or remote sensors

DL Corwin, E Scudiero - Advances in agronomy, 2019 - Elsevier
Map** and monitoring soil spatial variability is particularly problematic for temporally and
spatially dynamic properties such as soil salinity. The tools necessary to address this classic …

Sensing soil properties in the laboratory, in situ, and on-line: a review

B Kuang, HS Mahmood, MZ Quraishi… - Advances in …, 2012 - Elsevier
Since both the spatial and vertical heterogeneities in soil properties have an impact on crop
growth and yield, accurate characterization of soil properties at high sampling resolution is a …

Accuracy issues in electromagnetic induction sensing of soil electrical conductivity for precision agriculture

KA Sudduth, ST Drummond, NR Kitchen - Computers and electronics in …, 2001 - Elsevier
Soil apparent electrical conductivity (ECa) has been used as a surrogate measure for such
soil properties as salinity, moisture content, topsoil depth (TD), and clay content …

Review of novel and emerging proximal soil moisture sensors for use in agriculture

M Hardie - Sensors, 2020 - mdpi.com
The measurement of soil moisture in agriculture is currently dominated by a small number of
sensors, the use of which is greatly limited by their small sampling volume, high cost, need …

The application of EM38: Determination of soil parameters, selection of soil sampling points and use in agriculture and archaeology

K Heil, U Schmidhalter - Sensors, 2017 - mdpi.com
Fast and accurate assessment of within-field variation is essential for detecting field-wide
heterogeneity and contributing to improvements in the management of agricultural lands …