Paper · 2021 · Geocarto International

Detecting the invasive fall armyworm pest incidence in farm fields of southern India using Sentinel-2A satellite data

Mathyam Prabhakar; Kodigal A. Gopinath; Nakka Ravi Kumar; et al.

9
claims
18
verbatim quotes
23
citations
3
research areas
—
Not open access

Abstract

Damage of fall armyworm (FAW), Spodoptera frugiperda (J.E. Smith) on sorghum from the farmers’ fields of southern India was assessed using space-borne data. Comparison of the Sentinel-2A satellite data of pre and post infestation periods revealed reduction in Leaf Area Index (LAI) in the infested fields. Groundtruth data confirmed that FAW infestation reduced LAI by 49.7%, biomass by 32.5% and grain yield by 51.8%. Infestation at Panicle Initiation (PI) stage caused maximum yield loss compared to flag leaf visible and boot stages. The interaction results showed FAW infestation at different crop stages had significant effect on biomass and yield, but not on LAI. Regression analysis with spectral vegetation indices revealed LAI (R2: 0.82) and NDVI (R2: 0.80) were significantly superior in identifying FAW infestation from the satellite data. This study demonstrates feasibility of site specific pest management and prevents further spread of the invasive FAW.

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Claims 9

Observationobservedoriginal resultnegativemeasured

Claim · model-written summary

Satellite data showed reduced LAI in infested fields.

Taxon
sorghumSorghume0
Interactor
Spodoptera frugiperdaSpodoptera frugiperdae0pest
Outcome
Leaf Area Index (LAI)e1
Direction
reductione1

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

Sorghum
Sorghum · Taxon · picture of the genus (one of its species)Evelyn Simak · CC BY-SA 2.0 · Wikimedia Commons ↗
Spodoptera frugiperda
Spodoptera frugiperda · InteractorUSGS Bee Inventory and Monitoring Lab from Beltsville, Maryland, USA · Public domain · Wikimedia Commons ↗

Verbatim

e0

“Damage of fall armyworm (FAW), Spodoptera frugiperda (J.E. Smith) on sorghum”

✓ located verbatim in the source · abstract, characters 0–76 · show in text ↑
e1

“revealed reduction in Leaf Area Index (LAI) in the infested fields”

✓ located verbatim in the source · abstract, characters 238–304 · show in text ↑
Intervention effectobservedoriginal resultnegativemeasured

Claim · model-written summary

Armyworm infestation reduced sorghum LAI by 49.7%.

Taxon
sorghumSorghume0
Treatment
FAW infestatione1
Interactor
Spodoptera frugiperdaSpodoptera frugiperdae0pest
Outcome
LAIe1
Direction
reducede1
Value
49.7%e1

Not reportedComparator

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

Sorghum
Sorghum · Taxon · picture of the genus (one of its species)Evelyn Simak · CC BY-SA 2.0 · Wikimedia Commons ↗
Spodoptera frugiperda
Spodoptera frugiperda · InteractorUSGS Bee Inventory and Monitoring Lab from Beltsville, Maryland, USA · Public domain · Wikimedia Commons ↗

Verbatim

e0

“Spodoptera frugiperda (J.E. Smith) on sorghum”

✓ located verbatim in the source · abstract, characters 31–76 · show in text ↑
e1

“FAW infestation reduced LAI by 49.7%, biomass by 32.5% and grain yield by 51.8%”

✓ located verbatim in the source · abstract, characters 338–417 · show in text ↑
Intervention effectobservedoriginal resultnegativemeasured

Claim · model-written summary

Armyworm infestation reduced sorghum biomass by 32.5%.

Taxon
sorghumSorghume0
Treatment
FAW infestatione1
Interactor
Spodoptera frugiperdaSpodoptera frugiperdae0pest
Outcome
biomasse1
Direction
reducede1
Value
32.5%e1

Not reportedComparator

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

Sorghum
Sorghum · Taxon · picture of the genus (one of its species)Evelyn Simak · CC BY-SA 2.0 · Wikimedia Commons ↗
Spodoptera frugiperda
Spodoptera frugiperda · InteractorUSGS Bee Inventory and Monitoring Lab from Beltsville, Maryland, USA · Public domain · Wikimedia Commons ↗

Verbatim

e0

“Spodoptera frugiperda (J.E. Smith) on sorghum”

✓ located verbatim in the source · abstract, characters 31–76 · show in text ↑
e1

“FAW infestation reduced LAI by 49.7%, biomass by 32.5% and grain yield by 51.8%”

✓ located verbatim in the source · abstract, characters 338–417 · show in text ↑
Intervention effectobservedoriginal resultnegativemeasured

Claim · model-written summary

Armyworm infestation reduced sorghum grain yield by 51.8%.

Taxon
sorghumSorghume0
Treatment
FAW infestatione1
Interactor
Spodoptera frugiperdaSpodoptera frugiperdae0pest
Outcome
grain yielde1
Direction
reducede1
Value
51.8%e1

Not reportedComparator

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

Sorghum
Sorghum · Taxon · picture of the genus (one of its species)Evelyn Simak · CC BY-SA 2.0 · Wikimedia Commons ↗
Spodoptera frugiperda
Spodoptera frugiperda · InteractorUSGS Bee Inventory and Monitoring Lab from Beltsville, Maryland, USA · Public domain · Wikimedia Commons ↗

Verbatim

e0

“Spodoptera frugiperda (J.E. Smith) on sorghum”

✓ located verbatim in the source · abstract, characters 31–76 · show in text ↑
e1

“FAW infestation reduced LAI by 49.7%, biomass by 32.5% and grain yield by 51.8%”

✓ located verbatim in the source · abstract, characters 338–417 · show in text ↑
Associationobservedoriginal resultnegativemeasured

Claim · model-written summary

Infestation at panicle initiation caused the greatest yield loss.

Taxon
sorghumSorghume0
Organ / stage
Panicle Initiation (PI) stagee1
Interactor
Spodoptera frugiperdaSpodoptera frugiperdae0pest
Outcome
yield losse1
Direction
maximume1
Comparator
flag leaf visible and boot stagese1

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

Sorghum
Sorghum · Taxon · picture of the genus (one of its species)Evelyn Simak · CC BY-SA 2.0 · Wikimedia Commons ↗
Spodoptera frugiperda
Spodoptera frugiperda · InteractorUSGS Bee Inventory and Monitoring Lab from Beltsville, Maryland, USA · Public domain · Wikimedia Commons ↗

Verbatim

e0

“Spodoptera frugiperda (J.E. Smith) on sorghum”

✓ located verbatim in the source · abstract, characters 31–76 · show in text ↑
e1

“Infestation at Panicle Initiation (PI) stage caused maximum yield loss compared to flag leaf visible and boot stages”

✓ located verbatim in the source · abstract, characters 419–535 · show in text ↑
Associationobservedoriginal resultnegativesignificant (as stated)measured

Claim · model-written summary

Infestation stage had a significant effect on biomass and yield.

Taxon
sorghumSorghume0
Organ / stage
different crop stagese1
Interactor
Spodoptera frugiperdaSpodoptera frugiperdae0pest
Outcome
biomass and yielde1

Not reportedDirection

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

Sorghum
Sorghum · Taxon · picture of the genus (one of its species)Evelyn Simak · CC BY-SA 2.0 · Wikimedia Commons ↗
Spodoptera frugiperda
Spodoptera frugiperda · InteractorUSGS Bee Inventory and Monitoring Lab from Beltsville, Maryland, USA · Public domain · Wikimedia Commons ↗

Verbatim

e0

“Spodoptera frugiperda (J.E. Smith) on sorghum”

✓ located verbatim in the source · abstract, characters 31–76 · show in text ↑
e1

“FAW infestation at different crop stages had significant effect on biomass and yield”

✓ located verbatim in the source · abstract, characters 568–652 · show in text ↑
Associationobservedoriginal resultno effectnot significant (as stated)measured

Claim · model-written summary

Infestation stage did not significantly affect LAI.

Taxon
sorghumSorghume0
Organ / stage
different crop stagese1
Interactor
Spodoptera frugiperdaSpodoptera frugiperdae0pest
Outcome
LAIe1

Not reportedDirection

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

Sorghum
Sorghum · Taxon · picture of the genus (one of its species)Evelyn Simak · CC BY-SA 2.0 · Wikimedia Commons ↗
Spodoptera frugiperda
Spodoptera frugiperda · InteractorUSGS Bee Inventory and Monitoring Lab from Beltsville, Maryland, USA · Public domain · Wikimedia Commons ↗

Verbatim

e0

“Spodoptera frugiperda (J.E. Smith) on sorghum”

✓ located verbatim in the source · abstract, characters 31–76 · show in text ↑
e1

“FAW infestation at different crop stages had significant effect on biomass and yield, but not on LAI”

✓ located verbatim in the source · abstract, characters 568–668 · show in text ↑
Method / resourceobservedoriginal resultpositivesignificant (as stated)measured

Claim · model-written summary

LAI identified armyworm infestation with R2 of 0.82.

Taxon
sorghumSorghume0
Interactor
Spodoptera frugiperdaSpodoptera frugiperdae0pest
Outcome
identifying FAW infestatione1
Value
0.82e1
Comparator
NDVIe1

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

Sorghum
Sorghum · Taxon · picture of the genus (one of its species)Evelyn Simak · CC BY-SA 2.0 · Wikimedia Commons ↗
Spodoptera frugiperda
Spodoptera frugiperda · InteractorUSGS Bee Inventory and Monitoring Lab from Beltsville, Maryland, USA · Public domain · Wikimedia Commons ↗

Verbatim

e0

“Spodoptera frugiperda (J.E. Smith) on sorghum”

✓ located verbatim in the source · abstract, characters 31–76 · show in text ↑
e1

“LAI (R2: 0.82) and NDVI (R2: 0.80) were significantly superior in identifying FAW infestation from the satellite data”

✓ located verbatim in the source · abstract, characters 732–849 · show in text ↑
Method / resourceobservedoriginal resultpositivesignificant (as stated)measured

Claim · model-written summary

NDVI identified armyworm infestation with R2 of 0.80.

Taxon
sorghumSorghume0
Interactor
Spodoptera frugiperdaSpodoptera frugiperdae0pest
Outcome
identifying FAW infestatione1
Value
0.80e1
Comparator
LAIe1

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

Sorghum
Sorghum · Taxon · picture of the genus (one of its species)Evelyn Simak · CC BY-SA 2.0 · Wikimedia Commons ↗
Spodoptera frugiperda
Spodoptera frugiperda · InteractorUSGS Bee Inventory and Monitoring Lab from Beltsville, Maryland, USA · Public domain · Wikimedia Commons ↗

Verbatim

e0

“Spodoptera frugiperda (J.E. Smith) on sorghum”

✓ located verbatim in the source · abstract, characters 31–76 · show in text ↑
e1

“LAI (R2: 0.82) and NDVI (R2: 0.80) were significantly superior in identifying FAW infestation from the satellite data”

✓ located verbatim in the source · abstract, characters 732–849 · show in text ↑

Spodoptera frugiperda · yield · SorghumResults agree

2 papers: 0 positive, 2 negative or no effect

1 paper in the same direction as this paper

  1. negative
See all 2 papers →

infection · yield · SorghumPositive and negative results

8 papers: 1 positive, 7 negative or no effect

6 papers in the same direction as this paper · 1 in the opposite direction

  1. positive
  2. negative
  3. negative

4 papers more in this group

See all 8 papers →

infection · growth · SorghumPositive and negative results

11 papers: 1 positive, 10 negative or no effect

9 papers in the same direction as this paper · 1 in the opposite direction

  1. positive
  2. negative
  3. negative

7 papers more in this group

See all 11 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.