Paper · 2019 · Agronomy Journal

Combining Spatial and Temporal Corn Silage Yield Variability for Management Zone Development

Tulsi P. Kharel; Angel Maresma; Karl J. Czymmek; et al.

4
claims
8
verbatim quotes
49
citations
2
research areas
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Not open access

Abstract

Precision agriculture requires an understanding of yield variability. The objectives of this study were to (i) document the temporal and spatial variability of corn ( Zea mays L.) silage yields on dairy farms in New York, and (ii) derive farm‐based management zones that account for both types of variability. Silage yield data from 847 fields (9084 ha; six farms) were collected by yield monitoring systems between 2015 and 2017. Raw yield data were cleaned of errors via a standardized postharvest data cleaning protocol. The whole‐farm area‐weighted average yield across years and the temporal SD of yield across years for fields with 3 yr of data were used to divide each field into 10‐ by 10‐m grid‐cells. Each grid‐cell was assigned a quadrant (Q), with Q1 and Q4 having consistently higher and lower yield than the farm average yield, respectively; Q2 having variable but higher yield than the farm average; and Q3 having variable and lower yield than the farm average. The evaluation showed variability in average yield per farm, yield per field, and within‐field yield, in addition to variability across years. Spatial and temporal variability were uncorrelated, suggesting that management zones need to consider both spatial and temporal variability. The area per farm classified as variable (Q2 and Q3) ranged from 30 to 44%, illustrating the importance of implementing precision agriculture technologies and in‐season management adjustments. Research is needed to determine the optimum number of zones per farm and the number of crop years to include in developing yield stability zones. Core Ideas Corn silage yield monitors collect relevant yield data for dairy farmers. Management zones can be developed from yield stability maps. Both temporal and spatial variability are important factors to consider. A yield‐stability‐based approach can generate precision management zones.

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Claims 4

Observationobservedoriginal resultmeasured

Claim · model-written summary

Corn silage yield varied among farms, fields, within fields, and across years.

Outcome
variability in average yield per farm, yield per field, and within‐field yield, in addition to variability across yearse0

Not reportedTaxon

Verbatim

e0

“The evaluation showed variability in average yield per farm, yield per field, and within‐field yield, in addition to variability across years.”

✓ located verbatim in the source · abstract, characters 977–1119 · show in text ↑
t0

“Corn Silage”

✓ located verbatim in the source · title, characters 31–42 · show in text ↑
Associationobservedoriginal resultmeasured

Claim · model-written summary

Spatial and temporal corn yield variability were uncorrelated.

Taxon
Corn Silaget0
Outcome
Spatial and temporal variabilitye0

Not reportedSettingDirection

Verbatim

e0

“Spatial and temporal variability were uncorrelated”

✓ located verbatim in the source · abstract, characters 1120–1170 · show in text ↑
t0

“Corn Silage”

✓ located verbatim in the source · title, characters 31–42 · show in text ↑
Observationobservedoriginal resultmeasured

Claim · model-written summary

Variable management zones covered 30 to 44% of each farm.

Taxon
Corn Silaget0
Outcome
area per farm classified as variablee0
Value
30 to 44%e0

Verbatim

e0

“The area per farm classified as variable (Q2 and Q3) ranged from 30 to 44%”

✓ located verbatim in the source · abstract, characters 1261–1335 · show in text ↑
t0

“Corn Silage”

✓ located verbatim in the source · title, characters 31–42 · show in text ↑
Method / resourceobservedoriginal resultmeasured

Claim · model-written summary

Yield stability maps can be used to develop management zones.

Taxon
Corn Silaget0
Outcome
Management zonese0

Not reportedComparator

Verbatim

e0

“Management zones can be developed from yield stability maps”

✓ located verbatim in the source · abstract, characters 1685–1744 · show in text ↑
t0

“Corn Silage”

✓ located verbatim in the source · title, characters 31–42 · show in text ↑