Historically, agronomic practices and management recommendations have been developed for implementation on a field basis. This generally results in the uniform application of tillage, fertilizer, sowing and pest control treatments at a field scale. Farm fields, however, display considerable spatial variation in crop yield, at the 'within-field' scale. Such uniform treatment of a field ignores t...

The use of sensor technologies is standard practice in the domain of precision farming. The variety of vendor-specific sensor systems, control units and processing software has led to increasing efforts in establishing interoperable sensor networks and standardized sensor data infrastructures. This study utilizes open source software and adapts the standards of the Open Geospatial Consortium to...

In unseren vorangegangenen Arbeiten haben wir die Schwächen der BPMN Geschäftsprozessmodellierung in dem von uns untersuchten Bereich des Precision Dairy Farmings (PDF) aufgezeigt. Dies betraf insbesondere die Darstellung und die Integration von Geschäftsregeln in der Prozessdefinition. Daher war der nächste Schritt die Standardisierung der Ausdrucksweise der Regeln. Als Ausgangspunkt diente un...

The GeoWebAgri-project evaluates the use of spatial data in precision farming tasks. A service-oriented spatial data infrastructure working with standards could identified as optimal environment for the users’ needs. Using standards of OGC, ISO and W3C help to increase the functionality, usability and accessibility of spatial based applications in agriculture.

Abstract Precision farming (PF) plays a crucial role in the field of agriculture to solve challenges food shortages society. Heterogeneity, multicollinearity, and outliers are problems PF because they can cause bias lead incorrect inferences. However, traditional methods typically assume it be homogenous model, machine learning, data scientists ignore heterogeneity. In this study, aim is identi...

The use of new technologies including Geographic Information Systems (GIS), the Global Positioning System (GPS), Variable Rate Technology (VRT), and Remote Sensing (RS) is gaining acceptance in the present high-technology, precision agricultural industry. GIS provides the ability to link multiple data values for the same geo-referenced location, and provides the user with a graphical visualizat...