Paper · 2019 · Information Processing in Agriculture

Wheat grain yield and nitrogen uptake prediction using atLeaf and GreenSeeker portable optical sensors at jointing growth stage

Ali M. Ali; S.M. Ibrahim; Bijay-Singh

7
claims
9
verbatim quotes
58
citations
3
research areas
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Open access · cc-by-nc-nd

Abstract

Rapid acquisition of information about nitrogen (N) uptake and grain yield is an essential step in making site-specific in-season fertilizer N management decisions. The objective of this study was to quantify and validate the relationships between N uptake and grain yield of wheat using in-season measurements with atLeaf chlorophyll meter and GreenSeeker optical sensor at Feekes 6 growth stage (jointing stage) of wheat. The relationships were developed using data generated from experiments with multi-rate fertilizer N treatments and conducted in two consecutive wheat seasons (2017/2018 and 2018/2019) at two locations in the western Nile Delta of Egypt. A power function based on atLeaf measurement at Feekes 6 stage of wheat could explain 55.3% and 53.3% variations in the N uptake at this stage and grain yield at maturity, respectively. Measurements with GreenSeeker were related with N uptake and yield of wheat through exponential function and could explain 68.5% and 60.6% of the variation in N uptake and grain yield, respectively. The developed models were validated on an independent data set from another field experiment on wheat. The normalized root mean square error for the relation between atLeaf measurements and N uptake and grain yield were fair, whereas the fits were good for measurements with GreenSeeker. This study reveals that atLeaf chlorophyll meter and GreenSeeker optical sensor can be successfully used for establishing site-specific N management strategies in wheat.

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Claims 7

Method / resourceobservedoriginal resultpositivemeasured

Claim · model-written summary

AtLeaf measurements explained 55.3% of wheat nitrogen uptake variation.

Organ / stage
Feekes 6 stagee0
Outcome
N uptakee0
Value
55.3%e0

Organisms pictured · Representative pictures of the matched species, not figures from the paper.

Triticum aestivum
Triticum aestivum · TaxonRasbak · CC BY-SA 3.0 · Wikimedia Commons ↗

Verbatim

e0

“A power function based on atLeaf measurement at Feekes 6 stage of wheat could explain 55.3% and 53.3% variations in the N uptake at this stage and grain yield at maturity, respectively”

✓ located verbatim in the source · abstract, characters 661–845 · show in text ↑
Method / resourceobservedoriginal resultpositivemeasured

Claim · model-written summary

AtLeaf measurements explained 53.3% of wheat grain yield variation.

Outcome
grain yield at maturitye0
Value
53.3%e0

Organisms pictured · Representative pictures of the matched species, not figures from the paper.

Triticum aestivum
Triticum aestivum · TaxonRasbak · CC BY-SA 3.0 · Wikimedia Commons ↗

Verbatim

e0

“A power function based on atLeaf measurement at Feekes 6 stage of wheat could explain 55.3% and 53.3% variations in the N uptake at this stage and grain yield at maturity, respectively”

✓ located verbatim in the source · abstract, characters 661–845 · show in text ↑
Method / resourceobservedoriginal resultpositivemeasured

Claim · model-written summary

GreenSeeker measurements explained 68.5% of wheat nitrogen uptake variation.

Outcome
N uptakee0
Value
68.5%e0

Organisms pictured · Representative pictures of the matched species, not figures from the paper.

Triticum aestivum
Triticum aestivum · TaxonRasbak · CC BY-SA 3.0 · Wikimedia Commons ↗

Verbatim

e0

“Measurements with GreenSeeker were related with N uptake and yield of wheat through exponential function and could explain 68.5% and 60.6% of the variation in N uptake and grain yield, respectively”

✓ located verbatim in the source · abstract, characters 847–1044 · show in text ↑
Method / resourceobservedoriginal resultpositivemeasured

Claim · model-written summary

GreenSeeker measurements explained 60.6% of wheat grain yield variation.

Outcome
grain yielde0
Value
60.6%e0

Organisms pictured · Representative pictures of the matched species, not figures from the paper.

Triticum aestivum
Triticum aestivum · TaxonRasbak · CC BY-SA 3.0 · Wikimedia Commons ↗

Verbatim

e0

“Measurements with GreenSeeker were related with N uptake and yield of wheat through exponential function and could explain 68.5% and 60.6% of the variation in N uptake and grain yield, respectively”

✓ located verbatim in the source · abstract, characters 847–1044 · show in text ↑
Method / resourceobservedoriginal resultpositivemeasured

Claim · model-written summary

AtLeaf prediction fits for nitrogen uptake and grain yield were fair on independent wheat data.

Outcome
N uptake and grain yielde0
Value
faire0

Organisms pictured · Representative pictures of the matched species, not figures from the paper.

Triticum aestivum
Triticum aestivum · TaxonRasbak · CC BY-SA 3.0 · Wikimedia Commons ↗

Verbatim

e0

“The normalized root mean square error for the relation between atLeaf measurements and N uptake and grain yield were fair”

✓ located verbatim in the source · abstract, characters 1149–1270 · show in text ↑
t0

“Wheat grain yield and nitrogen uptake prediction using atLeaf and GreenSeeker portable optical sensors at jointing growth stage”

✓ located verbatim in the source · title, characters 0–127 · show in text ↑
Method / resourceobservedoriginal resultpositivemeasured

Claim · model-written summary

GreenSeeker prediction fits for wheat nitrogen uptake and grain yield were good on independent data.

Outcome
fitse0
Value
goode0

Organisms pictured · Representative pictures of the matched species, not figures from the paper.

Triticum aestivum
Triticum aestivum · TaxonRasbak · CC BY-SA 3.0 · Wikimedia Commons ↗

Verbatim

e0

“the fits were good for measurements with GreenSeeker”

✓ located verbatim in the source · abstract, characters 1280–1332 · show in text ↑
t0

“Wheat grain yield and nitrogen uptake prediction using atLeaf and GreenSeeker portable optical sensors at jointing growth stage”

✓ located verbatim in the source · title, characters 0–127 · show in text ↑
Recommendationauthor interpretationoriginal resultpositivebasis n/a

Claim · model-written summary

The authors conclude both sensors can support site specific nitrogen management in wheat.

Outcome
site-specific N management strategiese0

Organisms pictured · Representative pictures of the matched species, not figures from the paper.

Triticum aestivum
Triticum aestivum · TaxonRasbak · CC BY-SA 3.0 · Wikimedia Commons ↗

Verbatim

e0

“atLeaf chlorophyll meter and GreenSeeker optical sensor can be successfully used for establishing site-specific N management strategies in wheat”

✓ located verbatim in the source · abstract, characters 1358–1502 · show in text ↑