Paper · 2020 · Sustainability

Simulating Soybean–Rice Rotation and Irrigation Strategies in Arkansas, USA Using APEX

Sam R. Carroll; Kieu Ngoc Le; Beatriz Moreno-García; et al.

6
claims
9
verbatim quotes
21
citations
2
research areas
✓
Open access · cc-by

Abstract

With population growth and resource depletion, maximizing the efficiency of soybean (Glycine max [L.] Merr.) and rice (Oryza sativa L.) cropping systems is urgently needed. The goal of this study was to shed light on precise irrigation amounts and optimal agronomic practices via simulating rice–rice and soybean–rice crop rotations in the Agricultural Policy/Environmental eXtender (APEX) model. The APEX model was calibrated using observations from five fields under soybean–rice rotation in Arkansas from 2017 to 2019 and remote sensing leaf area index (LAI) values to assess modeled vegetation growth. Different irrigation practices were assessed, including conventional flooding (CVF), known as cascade, multiple inlet rice irrigation with polypipe (MIRI), and furrow irrigation (FIR). The amount of water used differed between fields, following each field’s measured or estimated input. Moreover, fields were managed with either continuous flooding (CF) or alternate wetting and drying (AWD) irrigation. Two 20-year scenarios were simulated to test yield changes: (1) between rice–rice and soybean–rice rotation and (2) under reduced irrigation amounts. After calibration with crop yield and LAI, the modeled LAI correlated to the observations with R2 values greater than 0.66, and the percent bias (PBIAS) values were within 32%. The PBIAS and percent difference for modeled versus observed yield were within 2.5% for rice and 15% for soybean. Contrary to expectation, the rice–rice and soybean–rice rotation yields were not statistically significant. The results of the reduced irrigation scenario differed by field, but reducing irrigation beyond 20% from the original amount input by the farmers significantly reduced yields in all fields, except for one field that was over-irrigated.

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 6

Method / resourceobservedoriginal resultpositivemeasured

Claim · model-written summary

The modeled LAI correlated with observations with R2 values greater than 0.66.

Taxon
soybean (Glycine max [L.] Merr.) and rice (Oryza sativa L.)Glycine maxOryza sativae0
Outcome
modeled LAIe2
Value
R2 values greater than 0.66e2
Comparator
observationse2

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

Glycine max
Glycine max · TaxonPublic domain · Wikimedia Commons ↗
Oryza sativa
Oryza sativa · Taxon · picture from its Wikimedia Commons categoryDesmanthus4food · CC BY-SA 3.0 us · Wikimedia Commons ↗

Verbatim

e0

“soybean (Glycine max [L.] Merr.) and rice (Oryza sativa L.)”

✓ located verbatim in the source · abstract, characters 76–135 · show in text ↑
e2

“the modeled LAI correlated to the observations with R2 values greater than 0.66, and the percent bias (PBIAS) values were within 32%”

✓ located verbatim in the source · abstract, characters 1203–1335 · show in text ↑
Method / resourceobservedoriginal resultpositivemeasured

Claim · model-written summary

Modeled rice yield differed from observed yield by within 2.5% in percent difference.

Outcome
percent difference for modeled versus observed yielde3
Value
within 2.5%e3
Comparator
observed yielde3

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

Oryza sativa
Oryza sativa · Taxon · picture from its Wikimedia Commons categoryDesmanthus4food · CC BY-SA 3.0 us · Wikimedia Commons ↗

Verbatim

e3

“The PBIAS and percent difference for modeled versus observed yield were within 2.5% for rice and 15% for soybean”

✓ located verbatim in the source · abstract, characters 1337–1449 · show in text ↑
Method / resourceobservedoriginal resultpositivemeasured

Claim · model-written summary

Modeled soybean yield differed from observed yield by 15% in percent difference.

Taxon
soybeanGlycine maxe3
Outcome
percent difference for modeled versus observed yielde3
Value
15%e3
Comparator
observed yielde3

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

Glycine max
Glycine max · TaxonPublic domain · Wikimedia Commons ↗

Verbatim

e3

“The PBIAS and percent difference for modeled versus observed yield were within 2.5% for rice and 15% for soybean”

✓ located verbatim in the source · abstract, characters 1337–1449 · show in text ↑
Intervention effectobservedoriginal resultno effectnot significant (as stated)simulated

Claim · model-written summary

Contrary to expectation, soybean-rice and rice-rice rotation yields did not differ significantly in simulation.

Treatment
soybean–rice rotatione4
Outcome
yieldse4
Direction
no_changeinferrede4
Comparator
rice–ricee4

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

Oryza sativa
Oryza sativa · Taxon · picture from its Wikimedia Commons categoryDesmanthus4food · CC BY-SA 3.0 us · Wikimedia Commons ↗

Verbatim

e4

“Contrary to expectation, the rice–rice and soybean–rice rotation yields were not statistically significant”

✓ located verbatim in the source · abstract, characters 1451–1557 · show in text ↑
Intervention effectobservedoriginal resultnegativesignificant (as stated)simulated

Claim · model-written summary

Reducing irrigation beyond 20% below the farmers original input significantly reduced simulated yields in all fields except one over-irrigated field.

Taxon
soybean (Glycine max [L.] Merr.) and rice (Oryza sativa L.)Glycine maxOryza sativae0
Treatment
reducing irrigation beyond 20% from the original amount input by the farmerse5
Outcome
yieldse5
Direction
reducede5
Value
20%e5
Qualifier
except for one field that was over-irrigatede5
Comparator
original amount input by the farmerse5

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

Glycine max
Glycine max · TaxonPublic domain · Wikimedia Commons ↗
Oryza sativa
Oryza sativa · Taxon · picture from its Wikimedia Commons categoryDesmanthus4food · CC BY-SA 3.0 us · Wikimedia Commons ↗

Verbatim

e0

“soybean (Glycine max [L.] Merr.) and rice (Oryza sativa L.)”

✓ located verbatim in the source · abstract, characters 76–135 · show in text ↑
e5

“reducing irrigation beyond 20% from the original amount input by the farmers significantly reduced yields in all fields, except for one field that was over-irrigated”

✓ located verbatim in the source · abstract, characters 1629–1794 · show in text ↑
Method / resourceobservedoriginal resultpositivemeasured

Claim · model-written summary

The APEX model percent bias values were within 32% after calibration.

Taxon
soybean (Glycine max [L.] Merr.) and rice (Oryza sativa L.)Glycine maxOryza sativae0
Outcome
percent bias (PBIAS) valuese2
Value
within 32%e2

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

Glycine max
Glycine max · TaxonPublic domain · Wikimedia Commons ↗
Oryza sativa
Oryza sativa · Taxon · picture from its Wikimedia Commons categoryDesmanthus4food · CC BY-SA 3.0 us · Wikimedia Commons ↗

Verbatim

e0

“soybean (Glycine max [L.] Merr.) and rice (Oryza sativa L.)”

✓ located verbatim in the source · abstract, characters 76–135 · show in text ↑
e2

“the modeled LAI correlated to the observations with R2 values greater than 0.66, and the percent bias (PBIAS) values were within 32%”

✓ located verbatim in the source · abstract, characters 1203–1335 · show in text ↑

rotation · yield · Oryza sativa (rice)Positive and negative results

86 papers: 72 positive, 14 negative or no effect

13 papers in the same direction as this paper · 72 in the opposite direction

  1. positive
  2. positive
  3. positive

82 papers more in this group

See all 86 papers →

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

343 papers: 264 positive, 79 negative or no effect

78 papers in the same direction as this paper · 264 in the opposite direction

  1. positive
  2. positive
  3. positive

339 papers more in this group

See all 343 papers →

irrigation · yield · Oryza sativa (rice)Positive and negative results

1,171 papers: 906 positive, 265 negative or no effect

264 papers in the same direction as this paper · 906 in the opposite direction

  1. negative
  2. positive
  3. positive

1,167 papers more in this group

See all 1,171 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.