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Visualizations of Uncertainties in Precision Agriculture: Lessons Learned from Farm Machinery

Authors: Tomáš Řezník; Petr Kubíček; Lukáš Herman; Tomáš Pavelka; Šimon Leitgeb; Martina Klocová; Filip Leitner;

Visualizations of Uncertainties in Precision Agriculture: Lessons Learned from Farm Machinery

Abstract

Detailed measurements of yield values are becoming a common practice in precision agriculture. Field harvesters generate point Big Data as they provide yield measurements together with dozens of complex attributes in a frequency of up to one second. Such a flood of data brings uncertainties caused by several factors: accuracy of the positioning system used, trajectory overlaps, raising the cutting bar due to obstacles or unevenness, and so on. This paper deals with 2D and 3D cartographic visualizations of terrain, measured yield, and its uncertainties. Four graphic variables were identified as credible for visualizations of uncertainties in point Big Data. Data from two plots at a fully operational farm were used for this purpose. ISO 19157 was examined for its applicability and a proof-of-concept for selected uncertainty expression was defined. Special attention was paid to spatial pattern interpretations.

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Keywords

point Big Data, Technology, QH301-705.5, T, Physics, QC1-999, interactive 3D visualization, ISO 19157, Engineering (General). Civil engineering (General), uncertainty expression, Chemistry, yield measurements, TA1-2040, Biology (General), QD1-999

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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
views
OpenAIRE UsageCountsViews provided by UsageCounts
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4
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15
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