Smart-Map: An Open-Source QGIS Plugin for Digital Mapping Using Machine Learning Techniques and Ordinary Kriging
Machine Learning (ML) algorithms have been used as an alternative to conventional and
geostatistical methods in digital mapping of soil attributes. An advantage of ML algorithms is …
geostatistical methods in digital mapping of soil attributes. An advantage of ML algorithms is …
Time-series clustering of remote sensing retrievals for defining management zones in a vineyard
Management zones (MZs) are efficient for applying site-specific management in agricultural
fields. This study proposes an approach for generating MZs using time-series clustering …
fields. This study proposes an approach for generating MZs using time-series clustering …
Multilayer data and artificial intelligence for the delineation of homogeneous management zones in maize cultivation
DJ Gallardo-Romero, OE Apolo-Apolo… - Remote Sensing, 2023 - mdpi.com
Variable rate application (VRA) is a crucial tool in precision agriculture, utilizing platforms
such as Google Earth Engine (GEE) to access vast satellite image datasets and employ …
such as Google Earth Engine (GEE) to access vast satellite image datasets and employ …
FastMapping: Software to create field maps and identify management zones in precision agriculture
P Paccioretti, M Córdoba, M Balzarini - Computers and Electronics in …, 2020 - Elsevier
Diverse on-farm agronomic data, gathered via precision agriculture (PA), require depuration
and joint analysis of multiple georeferenced field characteristics such as crop yields, and soil …
and joint analysis of multiple georeferenced field characteristics such as crop yields, and soil …
[HTML][HTML] Soil properties zoning of agricultural fields based on a climate-driven spatial clustering of remote sensing time series data
The identification of zones within an agricultural field that respond differently to
environmental factors and agronomic management is a key requirement for the adoption of …
environmental factors and agronomic management is a key requirement for the adoption of …
Methodology for the definition of durum wheat yield homogeneous zones by using satellite spectral indices
E Romano, S Bergonzoli, I Pecorella, C Bisaglia… - Remote Sensing, 2021 - mdpi.com
One of the main questions facing precision agriculture is the evaluation of different
algorithms for the delineation of homogeneous management zones. In the present study, a …
algorithms for the delineation of homogeneous management zones. In the present study, a …
A comparison between spatial clustering models for determining N-fertilization management zones in orchards
Site-specific agricultural management (SSM) relies on identifying within-field spatial
variability and is used for variable rate input of resources. Precision agricultural …
variability and is used for variable rate input of resources. Precision agricultural …
Delineation of management zones and optimization of irrigation scheduling to improve irrigation water productivity and revenue in a farmland of Northwest China
Precision agriculture has been increasingly practised in recent years. Under precision
management, farmland is divided into several management zones to implement different …
management, farmland is divided into several management zones to implement different …
Machine learning for optimizing complex site-specific management
Y Saikai, V Patel, PD Mitchell - Computers and Electronics in Agriculture, 2020 - Elsevier
Despite the promise of precision agriculture for increasing the productivity by implementing
site-specific management, farmers remain skeptical and its utilization rate is lower than …
site-specific management, farmers remain skeptical and its utilization rate is lower than …
Monitoring soil–plant interactions and maize yield by satellite vegetation indexes, soil electrical conductivity and management zones
GS De Almeida, R Rizzo, MTA Amorim… - Precision …, 2023 - Springer
In modern agriculture, understanding the spatio-temporal variability in crop fields and the
implications of environmental factors in soil management are important for sustainable …
implications of environmental factors in soil management are important for sustainable …