Interpolation of Data Measured by Field Harvesters: Deployment, Comparison and Verification - Environmental Software Systems. Data Science in Action Access content directly
Conference Papers Year : 2020

Interpolation of Data Measured by Field Harvesters: Deployment, Comparison and Verification

Tomáš Řezník
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  • PersonId : 1035203
Lukáš Herman
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  • PersonId : 1000462
Kateřina Trojanová
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  • PersonId : 1111992
Tomáš Pavelka
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  • PersonId : 1111993
Šimon Leitgeb
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  • PersonId : 1111994

Abstract

Yield is one of the key indicators in agriculture. The most common practices provide only one yield value for a whole field according to the weight of the harvested crop. On the contrary, precision agriculture techniques discover spatial patterns within a field to minimise the environmental burden caused by agricultural activities. Field harvesters equipped with sensors provide more detailed and spatially localised values. The measurements from such sensors need to be filtered and interpolated for the purposes of follow-up analyses and interpretations. This study verified the differences between three methods of interpolation (Inverse Distance Weighted, Inverse Distance Squared and Ordinary Kriging) derived from field sensor measurements that were (1) obtained directly from the field harvester, (2) processed by global filters, and (3) processed by global and local filters. Statistical analyses evaluated the results of interpolations from three fully operational Czech fields. The revealed spatial patterns, as well as recommendations regarding the suitability of the interpolation methods used, are presented at the end of this paper.
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hal-03361893 , version 1 (01-10-2021)

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Tomáš Řezník, Lukáš Herman, Kateřina Trojanová, Tomáš Pavelka, Šimon Leitgeb. Interpolation of Data Measured by Field Harvesters: Deployment, Comparison and Verification. 13th International Symposium on Environmental Software Systems (ISESS), Feb 2020, Wageningen, Netherlands. pp.258-270, ⟨10.1007/978-3-030-39815-6_25⟩. ⟨hal-03361893⟩
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