Paper · 2016 · Transactions of the ASABE

Irrigation Management Using an Expert System, Soil Water Potentials, and Vegetative Indices for Spatial Applications

Kenneth C. Stone; Philip J. Bauer; Gilbert C. Sigua

12
claims
23
verbatim quotes
29
citations
2
research areas
—
Not open access

Abstract

Abstract. Variable-rate irrigation (VRI) systems are irrigation systems that are capable of applying different water depths both in the direction of travel and along the length of the irrigation system. However, when compared to traditional irrigation systems, VRI systems require a higher level of management. In this research, our objective was to evaluate and compare three irrigation management methods for their potential in managing VRI systems. The three irrigation management methods were the Irrigator Pro for Corn expert system, measured soil water potential (SWP), and remotely sensed crop vegetative indices (NDVI) to estimate crop coefficients. These irrigation treatments were implemented over six soil types under a VRI system for three years. Corn yields differed among years; average yields were 15.6 Mg ha-1 in 2012, 10.5 Mg ha-1 in 2013, and 13.5 Mg ha-1 in 2014. However, corn yields for the three irrigation treatments were not significantly different for any one year. The mean yearly irrigation applied in 2012, 2013, and 2014 was 57, 7, and 156Â mm, respectively. The mean water use efficiency (WUE) over the three years was significantly different, with values of 29.8, 16.8, and 23.8 kg grain ha-1 mm-1 for 2012, 2013, and 2014, respectively. For each individual year, the WUE among irrigation treatments was not significantly different. For the six soils types, there were no significant differences for corn yield or WUE. The Irrigator Pro for Corn and NDVI treatments managed irrigations as well as the traditional SWP-based treatment under the VRI system from 2012 to 2014. Each of these irrigation treatments was able to adequately manage irrigation spatially and produce adequate crop yields for the region. Each of these irrigation management treatments could be used effectively to manage irrigations under a VRI system with different management zones.

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 12

Observationobservedoriginal resultmeasured

Claim · model-written summary

Average corn yield in 2012 was 15.6 Mg ha-1.

Outcome
average yieldse1
Value
15.6 Mg ha-1e1
Setting
2012e1

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

Zea mays subsp. mays
Zea mays subsp. mays · TaxonDominicus Johannes Bergsma · CC BY-SA 4.0 · Wikimedia Commons ↗

Verbatim

e0

“Corn yields differed among years”

✓ located verbatim in the source · abstract, characters 759–791 · show in text ↑
e1

“average yields were 15.6 Mg ha-1 in 2012, 10.5 Mg ha-1 in 2013, and 13.5 Mg ha-1 in 2014”

✓ located verbatim in the source · abstract, characters 793–881 · show in text ↑
Observationobservedoriginal resultmeasured

Claim · model-written summary

Average corn yield in 2013 was 10.5 Mg ha-1.

Outcome
average yieldse1
Value
10.5 Mg ha-1e1
Setting
2013e1

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

Zea mays subsp. mays
Zea mays subsp. mays · TaxonDominicus Johannes Bergsma · CC BY-SA 4.0 · Wikimedia Commons ↗

Verbatim

e0

“Corn yields differed among years”

✓ located verbatim in the source · abstract, characters 759–791 · show in text ↑
e1

“average yields were 15.6 Mg ha-1 in 2012, 10.5 Mg ha-1 in 2013, and 13.5 Mg ha-1 in 2014”

✓ located verbatim in the source · abstract, characters 793–881 · show in text ↑
Observationobservedoriginal resultmeasured

Claim · model-written summary

Average corn yield in 2014 was 13.5 Mg ha-1.

Outcome
average yieldse1
Value
13.5 Mg ha-1e1
Setting
2014e1

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

Zea mays subsp. mays
Zea mays subsp. mays · TaxonDominicus Johannes Bergsma · CC BY-SA 4.0 · Wikimedia Commons ↗

Verbatim

e0

“Corn yields differed among years”

✓ located verbatim in the source · abstract, characters 759–791 · show in text ↑
e1

“average yields were 15.6 Mg ha-1 in 2012, 10.5 Mg ha-1 in 2013, and 13.5 Mg ha-1 in 2014”

✓ located verbatim in the source · abstract, characters 793–881 · show in text ↑
Intervention effectobservedoriginal resultno effectnot significant (as stated)measured

Claim · model-written summary

Corn yields under the three irrigation treatments did not differ significantly in any year.

Treatment
three irrigation treatmentse1
Outcome
corn yieldse1
Direction
not significantly differente1

Not reportedComparator

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

Zea mays subsp. mays
Zea mays subsp. mays · TaxonDominicus Johannes Bergsma · CC BY-SA 4.0 · Wikimedia Commons ↗

Verbatim

e1

“However, corn yields for the three irrigation treatments were not significantly different for any one year”

✓ located verbatim in the source · abstract, characters 883–989 · show in text ↑
Observationobservedoriginal resultsignificant (as stated)measured

Claim · model-written summary

Water use efficiency in 2012 was 29.8 kg grain ha-1 mm-1.

Outcome
mean water use efficiency (WUE)e1
Value
29.8e1
Setting
2012e1

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

Zea mays subsp. mays
Zea mays subsp. mays · TaxonDominicus Johannes Bergsma · CC BY-SA 4.0 · Wikimedia Commons ↗

Verbatim

e0

“Corn yields differed among years”

✓ located verbatim in the source · abstract, characters 759–791 · show in text ↑
e1

“The mean water use efficiency (WUE) over the three years was significantly different, with values of 29.8, 16.8, and 23.8 kg grain ha-1 mm-1 for 2012, 2013, and 2014”

✓ located verbatim in the source · abstract, characters 1088–1253 · show in text ↑
Observationobservedoriginal resultsignificant (as stated)measured

Claim · model-written summary

Water use efficiency in 2013 was 16.8 kg grain ha-1 mm-1.

Outcome
mean water use efficiency (WUE)e1
Value
16.8e1
Setting
2013e1

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

Zea mays subsp. mays
Zea mays subsp. mays · TaxonDominicus Johannes Bergsma · CC BY-SA 4.0 · Wikimedia Commons ↗

Verbatim

e0

“Corn yields differed among years”

✓ located verbatim in the source · abstract, characters 759–791 · show in text ↑
e1

“The mean water use efficiency (WUE) over the three years was significantly different, with values of 29.8, 16.8, and 23.8 kg grain ha-1 mm-1 for 2012, 2013, and 2014”

✓ located verbatim in the source · abstract, characters 1088–1253 · show in text ↑
Observationobservedoriginal resultsignificant (as stated)measured

Claim · model-written summary

Water use efficiency in 2014 was 23.8 kg grain ha-1 mm-1.

Outcome
mean water use efficiency (WUE)e1
Value
23.8e1
Setting
2014e1

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

Zea mays subsp. mays
Zea mays subsp. mays · TaxonDominicus Johannes Bergsma · CC BY-SA 4.0 · Wikimedia Commons ↗

Verbatim

e0

“Corn yields differed among years”

✓ located verbatim in the source · abstract, characters 759–791 · show in text ↑
e1

“The mean water use efficiency (WUE) over the three years was significantly different, with values of 29.8, 16.8, and 23.8 kg grain ha-1 mm-1 for 2012, 2013, and 2014”

✓ located verbatim in the source · abstract, characters 1088–1253 · show in text ↑
Intervention effectobservedoriginal resultno effectnot significant (as stated)measured

Claim · model-written summary

Water use efficiency did not differ among irrigation treatments within any single year.

Treatment
irrigation treatmentse1
Outcome
WUEe1
Direction
not significantly differente1
Setting
each individual yeare1

Not reportedComparator

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

Zea mays subsp. mays
Zea mays subsp. mays · TaxonDominicus Johannes Bergsma · CC BY-SA 4.0 · Wikimedia Commons ↗

Verbatim

e0

“Corn yields differed among years”

✓ located verbatim in the source · abstract, characters 759–791 · show in text ↑
e1

“For each individual year, the WUE among irrigation treatments was not significantly different”

✓ located verbatim in the source · abstract, characters 1269–1362 · show in text ↑
Associationobservedoriginal resultno effectnot significant (as stated)measured

Claim · model-written summary

Corn yield and water use efficiency did not differ significantly among the six soil types.

Outcome
corn yield or WUEe1
Direction
no significant differencese1
Setting
six soils typese1

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

Zea mays subsp. mays
Zea mays subsp. mays · TaxonDominicus Johannes Bergsma · CC BY-SA 4.0 · Wikimedia Commons ↗

Verbatim

e0

“Corn yields differed among years”

✓ located verbatim in the source · abstract, characters 759–791 · show in text ↑
e1

“For the six soils types, there were no significant differences for corn yield or WUE”

✓ located verbatim in the source · abstract, characters 1364–1448 · show in text ↑
Intervention effectobservedoriginal resultno effectmeasured

Claim · model-written summary

Irrigator Pro for Corn and NDVI managed irrigation as well as the traditional SWP-based treatment under VRI from 2012 to 2014.

Treatment
Irrigator Pro for Corn and NDVI treatmentse1
Outcome
managed irrigationse1
Direction
no_changeinferrede1
Comparator
traditional SWP-based treatmente1
Setting
under the VRI system from 2012 to 2014e1

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

Zea mays subsp. mays
Zea mays subsp. mays · TaxonDominicus Johannes Bergsma · CC BY-SA 4.0 · Wikimedia Commons ↗

Verbatim

e0

“Corn yields differed among years”

✓ located verbatim in the source · abstract, characters 759–791 · show in text ↑
e1

“The Irrigator Pro for Corn and NDVI treatments managed irrigations as well as the traditional SWP-based treatment under the VRI system from 2012 to 2014”

✓ located verbatim in the source · abstract, characters 1450–1602 · show in text ↑
Observationobservedoriginal resultmeasured

Claim · model-written summary

Each irrigation treatment produced adequate corn yields for the region.

Outcome
adequate crop yieldse1

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

Zea mays subsp. mays
Zea mays subsp. mays · TaxonDominicus Johannes Bergsma · CC BY-SA 4.0 · Wikimedia Commons ↗

Verbatim

e0

“Corn yields differed among years”

✓ located verbatim in the source · abstract, characters 759–791 · show in text ↑
e1

“Each of these irrigation treatments was able to adequately manage irrigation spatially and produce adequate crop yields for the region”

✓ located verbatim in the source · abstract, characters 1604–1738 · show in text ↑
Recommendationauthor interpretationoriginal resultbasis n/a

Claim · model-written summary

Each irrigation management treatment could be used effectively to manage irrigation under a VRI system with different management zones.

Outcome
manage irrigations under a VRI system with different management zonese1

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

Zea mays subsp. mays
Zea mays subsp. mays · TaxonDominicus Johannes Bergsma · CC BY-SA 4.0 · Wikimedia Commons ↗

Verbatim

e0

“Corn yields differed among years”

✓ located verbatim in the source · abstract, characters 759–791 · show in text ↑
e1

“Each of these irrigation management treatments could be used effectively to manage irrigations under a VRI system with different management zones”

✓ located verbatim in the source · abstract, characters 1740–1885 · show in text ↑

irrigation · physiology: water · Zea mays (maize)Positive and negative results

324 papers: 284 positive, 40 negative or no effect

39 papers in the same direction as this paper · 284 in the opposite direction

  1. positive
  2. positive
  3. positive

320 papers more in this group

See all 324 papers →

irrigation · yield · Zea mays (maize)Positive and negative results

1,016 papers: 791 positive, 225 negative or no effect

224 papers in the same direction as this paper · 791 in the opposite direction

  1. no effect
  2. positive
  3. positive

1,012 papers more in this group

See all 1,016 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.