Paper · 2023 · Frontiers in Sustainable Food Systems

Optical sensor-based nitrogen management: an environmentally friendly and cost-effective approach for sustainable wheat (Triticum aestivum L.) production on Eastern plains of India

Biplab Mitra; Prantick Singha; Arnab Roy Chowdhury; et al.

12
claims
22
verbatim quotes
17
citations
3
research areas
✓
Open access · cc-by

Abstract

An optical sensor like Green Seeker (GS) is an emerging tool for site-specific in-season fertilizer nitrogen management strategy. The objective of this study was to establish an in-season estimate of yield (INSEY)–grain yield (GY) relation in wheat grown under Eastern plains of India using normalized difference vegetation index (NDVI) at 45 and 65 days after sowing (DAS). Data revealed lower NDVI values at 65 DAS over 45 DAS in no-nitrogen (N), phosphorus (P), and potassium (K) applied control plots as well as in N-rich plots (225 kg ha −1 N); on the contrary, the values were higher at 65 DAS over 45 DAS in treatments where some N fertilizers were added based on NDVI readings at 45 DAS. Response index (RI) showed higher chances of response to external application of N in NDVI-based treatments. The INSEY–GY relation for wheat at 45 and 65 DAS was worked out as a power function of y = 64265x 1.171 and y = 46949x 1.036 (y is the attainable yield in kg ha −1 and x is INSEY), respectively. The yields could fairly be predicted through this relation even at 45 DAS, though the relationship was more robust at 65 DAS (R 2 = 0.94). A prescriptive dose of 60 kg N ha −1 as basal + 60 kg N ha −1 at crown root initiation (CRI) stage followed by NDVI sensor-guided N application (at 45 and 65 DAS) brought about a significant improvement in yield performances, N use efficiencies with higher net returns, and benefit-to-cost ratio. The results proved the reliability of the NDVI sensor as an important tool for the optimization of fertilizer nitrogen in wheat grown under the Eastern plains of India. The new INSEY–GY relation developed through this trial could successfully be used for yield prediction in the Eastern plains of India under changing climate.

Abstract from the paper’s OpenAlex record; open copy licensed cc-by. Read at the source ↗

The text the model read, with the source record’s inline markup (italics, sub- and superscripts) rendered and its character entities decoded; quote offsets refer to the raw text.

Claims 12

Observationobservedoriginal resultmeasured

Claim · model-written summary

NDVI was lower at 65 than 45 days after sowing in control plots.

Treatment
control plotse0
Outcome
NDVI valuese0
Direction
lowere0
Comparator
45 DASe0

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

“lower NDVI values at 65 DAS over 45 DAS in no-nitrogen (N), phosphorus (P), and potassium (K) applied control plots”

✓ located verbatim in the source · abstract, characters 389–504 · show in text ↑
t0

“wheat”

✓ located verbatim in the source · title, characters 114–119 · show in text ↑
Observationobservedoriginal resultmeasured

Claim · model-written summary

NDVI was lower at 65 than 45 days after sowing in nitrogen-rich plots.

Treatment
N-rich plots (225 kg ha −1 N)e0
Outcome
NDVI valuese0
Direction
lowere0
Comparator
45 DASe0

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

“lower NDVI values at 65 DAS over 45 DAS in no-nitrogen (N), phosphorus (P), and potassium (K) applied control plots as well as in N-rich plots (225 kg ha −1 N)”

✓ located verbatim in the source · abstract, characters 389–548 · show in text ↑
t0

“wheat”

✓ located verbatim in the source · title, characters 114–119 · show in text ↑
Intervention effectobservedoriginal resultpositivemeasured

Claim · model-written summary

NDVI was higher at 65 than 45 days after sowing under NDVI-based nitrogen fertilization.

Treatment
N fertilizers were added based on NDVI readings at 45 DASe0
Outcome
valuese0
Direction
highere0
Comparator
45 DASe0

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 values were higher at 65 DAS over 45 DAS in treatments where some N fertilizers were added based on NDVI readings at 45 DAS”

✓ located verbatim in the source · abstract, characters 567–694 · show in text ↑
t0

“wheat”

✓ located verbatim in the source · title, characters 114–119 · show in text ↑
Observationobservedoriginal resultpositivemeasured

Claim · model-written summary

Response index indicated greater likelihood of response to nitrogen application under NDVI-based treatments.

Treatment
NDVI-based treatmentse0
Outcome
chances of response to external application of Ne0
Direction
highere0

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

“Response index (RI) showed higher chances of response to external application of N in NDVI-based treatments”

✓ located verbatim in the source · abstract, characters 696–803 · show in text ↑
t0

“wheat”

✓ located verbatim in the source · title, characters 114–119 · show in text ↑
Method / resourceobservedoriginal resultmeasured

Claim · model-written summary

The 45-day INSEY–grain-yield relation followed y = 64265x 1.171.

Outcome
INSEY–GY relatione0
Value
64265x 1.171e0
Qualifier
45e0

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 INSEY–GY relation for wheat at 45 and 65 DAS was worked out as a power function of y = 64265x 1.171 and y = 46949x 1.036”

✓ located verbatim in the source · abstract, characters 805–929 · show in text ↑
Method / resourceobservedoriginal resultmeasured

Claim · model-written summary

The 65-day INSEY–grain-yield relation followed y = 46949x 1.036.

Outcome
INSEY–GY relatione0
Value
46949x 1.036e0
Qualifier
65 DASe0

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 INSEY–GY relation for wheat at 45 and 65 DAS was worked out as a power function of y = 64265x 1.171 and y = 46949x 1.036”

✓ located verbatim in the source · abstract, characters 805–929 · show in text ↑
Method / resourceobservedoriginal resultpositivemeasured

Claim · model-written summary

The INSEY relation predicted wheat yield by 45 days, with more robust fit at 65 days (R² = 0.94).

Outcome
yieldse0
Direction
more robuste0
Value
R 2 = 0.94e0
Comparator
45 DASe0

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 yields could fairly be predicted through this relation even at 45 DAS, though the relationship was more robust at 65 DAS (R 2 = 0.94)”

✓ located verbatim in the source · abstract, characters 1000–1137 · show in text ↑
t0

“wheat”

✓ located verbatim in the source · title, characters 114–119 · show in text ↑
Intervention effectobservedoriginal resultpositivesignificant (as stated)measured

Claim · model-written summary

Sensor-guided nitrogen application significantly improved wheat yield performance.

Treatment
60 kg N ha −1 as basal + 60 kg N ha −1 at crown root initiation (CRI) stage followed by NDVI sensor-guided N application (at 45 and 65 DAS)e0
Outcome
yield performancese0
Direction
improvemente0

Not reportedComparator

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 prescriptive dose of 60 kg N ha −1 as basal + 60 kg N ha −1 at crown root initiation (CRI) stage followed by NDVI sensor-guided N application (at 45 and 65 DAS) brought about a significant improvement in yield performances, N use efficiencies with higher net returns, and benefit-to-cost ratio”

✓ located verbatim in the source · abstract, characters 1139–1434 · show in text ↑
t0

“wheat”

✓ located verbatim in the source · title, characters 114–119 · show in text ↑
Intervention effectobservedoriginal resultpositivesignificant (as stated)measured

Claim · model-written summary

Sensor-guided nitrogen application significantly improved wheat nitrogen-use efficiency.

Treatment
NDVI sensor-guided N application (at 45 and 65 DAS)e0
Outcome
N use efficienciese0
Direction
improvemente0

Not reportedComparator

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 prescriptive dose of 60 kg N ha −1 as basal + 60 kg N ha −1 at crown root initiation (CRI) stage followed by NDVI sensor-guided N application (at 45 and 65 DAS) brought about a significant improvement in yield performances, N use efficiencies with higher net returns, and benefit-to-cost ratio”

✓ located verbatim in the source · abstract, characters 1139–1434 · show in text ↑
t0

“wheat”

✓ located verbatim in the source · title, characters 114–119 · show in text ↑
Intervention effectobservedoriginal resultpositivemeasured

Claim · model-written summary

Sensor-guided nitrogen application increased wheat net returns.

Treatment
NDVI sensor-guided N application (at 45 and 65 DAS)e0
Outcome
net returnse0
Direction
highere0

Not reportedComparator

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 prescriptive dose of 60 kg N ha −1 as basal + 60 kg N ha −1 at crown root initiation (CRI) stage followed by NDVI sensor-guided N application (at 45 and 65 DAS) brought about a significant improvement in yield performances, N use efficiencies with higher net returns, and benefit-to-cost ratio”

✓ located verbatim in the source · abstract, characters 1139–1434 · show in text ↑
t0

“wheat”

✓ located verbatim in the source · title, characters 114–119 · show in text ↑
Intervention effectobservedoriginal resultpositivemeasured

Claim · model-written summary

Sensor-guided nitrogen application improved wheat benefit-to-cost ratio.

Treatment
NDVI sensor-guided N application (at 45 and 65 DAS)e0
Outcome
benefit-to-cost ratioe0
Direction
improvemente0

Not reportedComparator

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 prescriptive dose of 60 kg N ha −1 as basal + 60 kg N ha −1 at crown root initiation (CRI) stage followed by NDVI sensor-guided N application (at 45 and 65 DAS) brought about a significant improvement in yield performances, N use efficiencies with higher net returns, and benefit-to-cost ratio”

✓ located verbatim in the source · abstract, characters 1139–1434 · show in text ↑
t0

“wheat”

✓ located verbatim in the source · title, characters 114–119 · show in text ↑
Recommendationauthor interpretationoriginal resultpositivebasis n/a

Claim · model-written summary

The authors concluded that their INSEY–grain-yield relation can predict wheat yields in the Eastern plains of India under changing climate.

Outcome
yield predictione0
Setting
Eastern plains of Indiae0

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 new INSEY–GY relation developed through this trial could successfully be used for yield prediction in the Eastern plains of India under changing climate.”

✓ located verbatim in the source · abstract, characters 1605–1762 · show in text ↑
t0

“wheat”

✓ located verbatim in the source · title, characters 114–119 · show in text ↑

crown compound · yield · Triticum aestivum (wheat)Positive and negative results

37 papers: 30 positive, 7 negative or no effect

29 papers in the same direction as this paper · 6 in the opposite direction · 1 reporting no difference from an alternative

  1. positive
  2. negative
  3. negative

33 papers more in this group

See all 37 papers →

nitrogen · nutrient: efficiency · Triticum aestivum (wheat)Results differ

174 papers: 127 positive, 47 negative or no effect

126 papers in the same direction as this paper · 45 in the opposite direction · 2 reporting no difference from an alternative

  1. no effect
  2. negative
  3. negative

170 papers more in this group

See all 174 papers →

nitrogen · yield · Triticum aestivum (wheat)Positive and negative results

2,061 papers: 1,737 positive, 324 negative or no effect

1,736 papers in the same direction as this paper · 285 in the opposite direction · 39 reporting no difference from an alternative

  1. positive
  2. negative
  3. negative

2,057 papers more in this group

See all 2,061 papers →

Claims are grouped by organism, treatment and what was measured or targeted. A paper counts as positive when any of its claims in the group is positive.