Paper · 2022 · Applied Engineering in Agriculture

Using NDVI for Variable Rate Cotton Irrigation Prescriptions

Ken Stone; Eric D. Billman; Philip J. Bauer; et al.

9
claims
13
verbatim quotes
8
citations
2
research areas
—
Not open access

Abstract

Highlights Crop coefficients (K cb ) were calculated using Normalized Difference Vegetative Indices (NDVI) and compared to the FAO-56 method. Cotton yields using NDVI-K cb based irrigation scheduling to a uniform checkbook irrigation were compared. Irrigated cotton yields were not significantly different between irrigation methods but were significantly higher in years requiring higher volumes of irrigation water. Cotton fiber quality was not significantly different for the two irrigation methods or plant populations. Abstract. Irrigation timing is crucial for achieving high cotton yields and lint quality. This irrigation timing is more challenging in the southeastern U.S. Coastal Plain region due to its spatial variable sandy soils with low water and nutrient holding capacities and rainfall variability during the growing season. To address these challenges, we conducted a 2-year (2017 and 2018) study evaluating two irrigation scheduling methods under a variable rate irrigation system. The two irrigation methods were: (1) a uniform irrigation management based on weekly crop water usage, and (2) spatial crop coefficients derived from normalized difference vegetative indices (NDVI). We compared cotton yields and water use efficiency using the two irrigation scheduling methods at two different planting densities. The two plant populations were 5 and 11.5 plants m 2 to provide different NDVI readings and water requirements. In 2017, there were no significant differences in cotton yields due to the adequate rainfall during the growing season that required only three irrigations events. The mean irrigation depth for the NDVI method was significantly lower than the uniform method (56 and 64 mm, respectively, LSD = 4.2). In 2018, there was lower rainfall during the growing season requiring eight irrigation events and the cotton yields in the two irrigation treatments were significantly higher than the rainfed treatment. Irrigation depths in 2018 were not significantly different for the two irrigation methods. Water use efficiencies were not significantly different for the two irrigation methods. The planting density had little impact on the cotton yields, irrigation depth, water use efficiency, or cotton fiber quality. These results indicate that the NDVI-derived crop coefficient values were as effective in prescribing irrigation applications as the uniform irrigation method for irrigation management. The NDVI-derived crop coefficient irrigation method appears to be a useful tool for managing irrigation and developing irrigation prescriptions. Keywords: Cotton, Irrigation scheduling, Normalized difference vegetation indices, Variable rate irrigation

Abstract from the paper’s OpenAlex record, shown for indexing and research. Copyright remains with the authors or the publisher. 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 9

Intervention effectobservedoriginal resultno effectnot significant (as stated)measured

Claim · model-written summary

Irrigated cotton yields did not differ significantly between the NDVI-based and uniform checkbook irrigation methods.

Treatment
irrigation methodse0
Outcome
cotton yieldse0
Direction
not significantly differente0
Comparator
uniform checkbook irrigatione1

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

Gossypium hirsutum
Gossypium hirsutum · TaxonChriKo · CC BY-SA 3.0 · Wikimedia Commons ↗

Verbatim

e0

“Irrigated cotton yields were not significantly different between irrigation methods”

✓ located verbatim in the source · abstract, characters 249–332 · show in text ↑
e1

“Cotton yields using NDVI-K cb based irrigation scheduling to a uniform checkbook irrigation were compared”

✓ located verbatim in the source · abstract, characters 142–247 · show in text ↑
Intervention effectobservedoriginal resultno effectnot significant (as stated)measured

Claim · model-written summary

Cotton fiber quality did not differ significantly between the two irrigation methods.

Treatment
the two irrigation methodse0
Outcome
Cotton fiber qualitye0
Direction
not significantly differente0

Not reportedComparator

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

Gossypium hirsutum
Gossypium hirsutum · TaxonChriKo · CC BY-SA 3.0 · Wikimedia Commons ↗

Verbatim

e0

“Cotton fiber quality was not significantly different for the two irrigation methods or plant populations”

✓ located verbatim in the source · abstract, characters 418–522 · show in text ↑
Intervention effectobservedoriginal resultno effectnot significant (as stated)measured

Claim · model-written summary

Cotton fiber quality did not differ significantly between the two plant populations.

Treatment
plant populationse0
Outcome
Cotton fiber qualitye0
Direction
not significantly differente0

Not reportedComparator

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

Gossypium hirsutum
Gossypium hirsutum · TaxonChriKo · CC BY-SA 3.0 · Wikimedia Commons ↗

Verbatim

e0

“Cotton fiber quality was not significantly different for the two irrigation methods or plant populations”

✓ located verbatim in the source · abstract, characters 418–522 · show in text ↑
Intervention effectobservedoriginal resultpositivesignificant (as stated)measured

Claim · model-written summary

In 2017 the mean irrigation depth was significantly lower with the NDVI method than with the uniform method (56 versus 64 mm, LSD = 4.2).

Treatment
NDVI methode0
Outcome
mean irrigation depthe0
Direction
significantly lowere0
Value
56 and 64 mme0
Qualifier
LSD = 4.2e0
Comparator
uniform methode0

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

Gossypium hirsutum
Gossypium hirsutum · TaxonChriKo · CC BY-SA 3.0 · Wikimedia Commons ↗

Verbatim

e0

“The mean irrigation depth for the NDVI method was significantly lower than the uniform method (56 and 64 mm, respectively, LSD = 4.2)”

✓ located verbatim in the source · abstract, characters 1608–1741 · show in text ↑
t0

“Cotton”

✓ located verbatim in the source · title, characters 29–35 · show in text ↑
Intervention effectobservedoriginal resultpositivesignificant (as stated)measured

Claim · model-written summary

In 2018 cotton yields in the two irrigation treatments were significantly higher than in the rainfed treatment.

Treatment
the two irrigation treatmentse0
Outcome
cotton yieldse0
Direction
significantly highere0
Comparator
the rainfed treatmente0

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

Gossypium hirsutum
Gossypium hirsutum · TaxonChriKo · CC BY-SA 3.0 · Wikimedia Commons ↗

Verbatim

e0

“the cotton yields in the two irrigation treatments were significantly higher than the rainfed treatment”

✓ located verbatim in the source · abstract, characters 1841–1944 · show in text ↑
Intervention effectobservedoriginal resultno effectnot significant (as stated)measured

Claim · model-written summary

Irrigation depths in 2018 did not differ significantly between the two irrigation methods.

Treatment
the two irrigation methodse0
Outcome
Irrigation depthse0
Direction
not significantly differente0

Not reportedComparator

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

Gossypium hirsutum
Gossypium hirsutum · TaxonChriKo · CC BY-SA 3.0 · Wikimedia Commons ↗

Verbatim

e0

“Irrigation depths in 2018 were not significantly different for the two irrigation methods”

✓ located verbatim in the source · abstract, characters 1946–2035 · show in text ↑
t0

“Cotton”

✓ located verbatim in the source · title, characters 29–35 · show in text ↑
Intervention effectobservedoriginal resultno effectnot significant (as stated)measured

Claim · model-written summary

Water use efficiencies did not differ significantly between the two irrigation methods.

Treatment
the two irrigation methodse0
Outcome
Water use efficienciese0
Direction
not significantly differente0

Not reportedComparator

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

Gossypium hirsutum
Gossypium hirsutum · TaxonChriKo · CC BY-SA 3.0 · Wikimedia Commons ↗

Verbatim

e0

“Water use efficiencies were not significantly different for the two irrigation methods”

✓ located verbatim in the source · abstract, characters 2037–2123 · show in text ↑
t0

“Cotton”

✓ located verbatim in the source · title, characters 29–35 · show in text ↑
Intervention effectobservedoriginal resultno effectmeasured

Claim · model-written summary

Planting density had little impact on cotton yields, irrigation depth or water use efficiency.

Treatment
planting densitye0
Outcome
cotton yields, irrigation depth, water use efficiencye0
Direction
little impacte0

Not reportedComparator

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

Gossypium hirsutum
Gossypium hirsutum · TaxonChriKo · CC BY-SA 3.0 · Wikimedia Commons ↗

Verbatim

e0

“The planting density had little impact on the cotton yields, irrigation depth, water use efficiency, or cotton fiber quality”

✓ located verbatim in the source · abstract, characters 2125–2249 · show in text ↑
Method / resourceauthor interpretationoriginal resultpositivemeasured

Claim · model-written summary

The NDVI-derived crop coefficient values were as effective as the uniform irrigation method in prescribing irrigation applications.

Outcome
effective in prescribing irrigation applicationse0
Comparator
uniform irrigation methode0

Verbatim

e0

“NDVI-derived crop coefficient values were as effective in prescribing irrigation applications as the uniform irrigation method for irrigation management”

✓ located verbatim in the source · abstract, characters 2283–2435 · show in text ↑

density · physiology: water · Gossypium hirsutum (cotton)Positive and negative results

4 papers: 2 positive, 2 negative or no effect

1 paper in the same direction as this paper · 2 in the opposite direction

  1. positive
  2. positive
  3. no effect
See all 4 papers →

irrigation · physiology: water · Gossypium hirsutum (cotton)Positive and negative results

131 papers: 110 positive, 21 negative or no effect

20 papers in the same direction as this paper · 110 in the opposite direction

  1. positive
  2. positive
  3. positive

127 papers more in this group

See all 131 papers →

irrigation · quality: grain · Gossypium hirsutum (cotton)Positive and negative results

134 papers: 73 positive, 61 negative or no effect

60 papers in the same direction as this paper · 73 in the opposite direction

  1. positive
  2. positive
  3. positive

130 papers more in this group

See all 134 papers →

irrigation · yield · Gossypium hirsutum (cotton)Positive and negative results

399 papers: 304 positive, 95 negative or no effect

303 papers in the same direction as this paper · 86 in the opposite direction · 9 reporting no difference from an alternative

  1. no effect
  2. negative
  3. negative

395 papers more in this group

See all 399 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.