Paper · 2023 · Frontiers in Sustainable Food Systems

Normalized Difference Vegetation Index (NDVI) for soybean biomass and nutrient uptake estimation in response to production systems and fertilization strategies

Gustavo Duarte Farias; Carolina Bremm; Christian Bredemeier; et al.

11
claims
17
verbatim quotes
62
citations
3
research areas
✓
Open access · cc-by

Abstract

The system fertilization approach emerged to improve nutrient use efficiency in croplands. This new fertilization concept aims at taking advantage of nutrient cycling within an agroecosystem to obtain maximum production from each nutrient unit. To monitor this effect, methodologies such as the Normalized Difference Vegetation Index (NDVI) are promising to evaluate plant biomass and nutrient content. We evaluated the use of NDVI as a predictor of shoot biomass, P and K uptake, and yield in soybean. Treatments consisted of two production systems [integrated crop-livestock system (ICLS) and cropping system (CS)] and two periods of phosphorus (P) and potassium (K) fertilization (crop fertilization—P and K applied at soybean sowing—and system fertilization—P and K applied in the pasture establishment). NDVI was evaluated weekly from the growth stage V2 up to growth stage R8, using the Greenseeker ® canopy sensor. At the growth stages V4, V6, R2, and R4, plants were sampled after NDVI evaluation for chemical analysis. Soybean yield and K uptake were similar between production systems and fertilization strategies ( P > 0.05). Soybean shoot biomass and P uptake were, respectively, 25.3% and 29.7% higher in ICLS compared to CS ( P < 0.05). For NDVI, an interaction between the production system and days after sowing ( P < 0.05) was observed. NDVI increased to 0.95 at 96 days after sowing in CS and to 0.92 at 92 days after sowing in ICLS. A significant relationship between NDVI and shoot biomass, and P and K uptake was observed ( P < 0.05). Our results show that the vegetation index NDVI can be used for estimating shoot biomass and P and K uptake in the early growth stages of soybean crops, providing farmers with a new tool for evaluating the spatial variability of soybean growth and nutrition.

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Claims 11

Intervention effectobservedoriginal resultno effectnot significant (as stated)measured

Claim · model-written summary

Soybean yield was similar across production systems and fertilization strategies.

Taxon
SoybeanGlycine maxe0
Treatment
production systems and fertilization strategiese0
Outcome
yielde0
Direction
similare0

Not reportedComparator

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

Glycine max
Glycine max · TaxonPublic domain · Wikimedia Commons ↗

Verbatim

e0

“Soybean yield and K uptake were similar between production systems and fertilization strategies ( P > 0.05)”

✓ located verbatim in the source · abstract, characters 1028–1135 · show in text ↑
Intervention effectobservedoriginal resultno effectnot significant (as stated)measured

Claim · model-written summary

Soybean potassium uptake was similar across production systems and fertilization strategies.

Taxon
SoybeanGlycine maxe0
Treatment
production systems and fertilization strategiese0
Outcome
K uptakee0
Direction
similare0

Not reportedComparator

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

Glycine max
Glycine max · TaxonPublic domain · Wikimedia Commons ↗

Verbatim

e0

“Soybean yield and K uptake were similar between production systems and fertilization strategies ( P > 0.05)”

✓ located verbatim in the source · abstract, characters 1028–1135 · show in text ↑
Intervention effectobservedoriginal resultpositivesignificant (as stated)measured

Claim · model-written summary

Soybean shoot biomass was 25.3% higher in ICLS than CS.

Taxon
SoybeanGlycine maxe0
Treatment
ICLSe0
Outcome
shoot biomasse0
Direction
highere0
Value
25.3%e0
Comparator
CSe0

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

Glycine max
Glycine max · TaxonPublic domain · Wikimedia Commons ↗

Verbatim

e0

“Soybean shoot biomass and P uptake were, respectively, 25.3% and 29.7% higher in ICLS compared to CS ( P < 0.05)”

✓ located verbatim in the source · abstract, characters 1137–1249 · show in text ↑
Intervention effectobservedoriginal resultpositivesignificant (as stated)measured

Claim · model-written summary

Soybean phosphorus uptake was 29.7% higher in ICLS than CS.

Taxon
SoybeanGlycine maxe0
Treatment
ICLSe0
Outcome
P uptakee0
Direction
highere0
Value
29.7%e0
Comparator
CSe0

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

Glycine max
Glycine max · TaxonPublic domain · Wikimedia Commons ↗

Verbatim

e0

“Soybean shoot biomass and P uptake were, respectively, 25.3% and 29.7% higher in ICLS compared to CS ( P < 0.05)”

✓ located verbatim in the source · abstract, characters 1137–1249 · show in text ↑
Associationobservedoriginal resultsignificant (as stated)measured

Claim · model-written summary

NDVI showed an interaction between production system and days after sowing.

Taxon
soybeanGlycine maxt0
Treatment
production systeme0
Outcome
NDVIe0

Not reportedDirection

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

Glycine max
Glycine max · TaxonPublic domain · Wikimedia Commons ↗

Verbatim

e0

“For NDVI, an interaction between the production system and days after sowing ( P < 0.05) was observed”

✓ located verbatim in the source · abstract, characters 1251–1352 · show in text ↑
t0

“soybean biomass”

✓ located verbatim in the source · title, characters 50–65 · show in text ↑
Observationobservedoriginal resultpositivemeasured

Claim · model-written summary

In CS, NDVI increased to 0.95 at 96 days after sowing.

Taxon
soybeanGlycine maxt0
Outcome
NDVIe0
Direction
increasede0
Value
0.95e0
Qualifier
96 days after sowinge0
Setting
CSe0

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

Glycine max
Glycine max · TaxonPublic domain · Wikimedia Commons ↗

Verbatim

e0

“NDVI increased to 0.95 at 96 days after sowing in CS”

✓ located verbatim in the source · abstract, characters 1354–1406 · show in text ↑
t0

“soybean biomass”

✓ located verbatim in the source · title, characters 50–65 · show in text ↑
Observationobservedoriginal resultpositivemeasured

Claim · model-written summary

In ICLS, NDVI increased to 0.92 at 92 days after sowing.

Taxon
soybeanGlycine maxt0
Outcome
NDVIe0
Direction
increaseinferrede0
Value
0.92e0
Qualifier
92 days after sowinge0
Setting
ICLSe0

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

Glycine max
Glycine max · TaxonPublic domain · Wikimedia Commons ↗

Verbatim

e0

“NDVI increased to 0.95 at 96 days after sowing in CS and to 0.92 at 92 days after sowing in ICLS”

✓ located verbatim in the source · abstract, characters 1354–1450 · show in text ↑
t0

“soybean biomass”

✓ located verbatim in the source · title, characters 50–65 · show in text ↑
Associationobservedoriginal resultsignificant (as stated)measured

Claim · model-written summary

NDVI was significantly related to soybean shoot biomass.

Taxon
soybeanGlycine maxt0
Treatment
NDVIe0
Outcome
shoot biomasse0

Not reportedDirection

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

Glycine max
Glycine max · TaxonPublic domain · Wikimedia Commons ↗

Verbatim

e0

“A significant relationship between NDVI and shoot biomass, and P and K uptake was observed ( P < 0.05)”

✓ located verbatim in the source · abstract, characters 1452–1554 · show in text ↑
t0

“soybean biomass”

✓ located verbatim in the source · title, characters 50–65 · show in text ↑
Associationobservedoriginal resultsignificant (as stated)measured

Claim · model-written summary

NDVI was significantly related to soybean phosphorus uptake.

Taxon
soybeanGlycine maxt0
Treatment
NDVIe0
Outcome
P and K uptakee0

Not reportedDirection

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

Glycine max
Glycine max · TaxonPublic domain · Wikimedia Commons ↗

Verbatim

e0

“A significant relationship between NDVI and shoot biomass, and P and K uptake was observed ( P < 0.05)”

✓ located verbatim in the source · abstract, characters 1452–1554 · show in text ↑
t0

“soybean biomass”

✓ located verbatim in the source · title, characters 50–65 · show in text ↑
Associationobservedoriginal resultsignificant (as stated)measured

Claim · model-written summary

NDVI was significantly related to soybean potassium uptake.

Taxon
soybeanGlycine maxt0
Treatment
NDVIe0
Outcome
K uptakee0

Not reportedDirection

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

Glycine max
Glycine max · TaxonPublic domain · Wikimedia Commons ↗

Verbatim

e0

“A significant relationship between NDVI and shoot biomass, and P and K uptake was observed ( P < 0.05)”

✓ located verbatim in the source · abstract, characters 1452–1554 · show in text ↑
t0

“soybean biomass”

✓ located verbatim in the source · title, characters 50–65 · show in text ↑
Method / resourceauthor interpretationoriginal resultpositivemeasured

Claim · model-written summary

NDVI can estimate shoot biomass and P and K uptake in early soybean growth stages.

Taxon
soybeanGlycine maxe0
Outcome
estimating shoot biomass and P and K uptakee0
Qualifier
early growth stagese0

Not reportedComparatorValue

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

Glycine max
Glycine max · TaxonPublic domain · Wikimedia Commons ↗

Verbatim

e0

“the vegetation index NDVI can be used for estimating shoot biomass and P and K uptake in the early growth stages of soybean crops”

✓ located verbatim in the source · abstract, characters 1578–1707 · show in text ↑

fertilization · nutrient: content · Glycine max (soybean)Positive and negative results

310 papers: 265 positive, 45 negative or no effect

44 papers in the same direction as this paper · 265 in the opposite direction

  1. positive
  2. positive
  3. positive

306 papers more in this group

See all 310 papers →

fertilization · yield · Glycine max (soybean)Positive and negative results

1,192 papers: 1,021 positive, 171 negative or no effect

170 papers in the same direction as this paper · 1,021 in the opposite direction

  1. positive
  2. positive
  3. positive

1,188 papers more in this group

See all 1,192 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.