Paper · 2019 · Russian Agricultural Sciences

FAO AquaCrop Model Performance: in Green Canopy Cover, Soil Moisture and Production of Maize at Middle and Lower Reaches Plain of Yangtze River of China

M. A. M. Abdalhi; Zhonghua Jia; Wan Luo; et al.

14
claims
33
verbatim quotes
4
citations
3
research areas
—
Not open access

Abstract

Crop water productivity models are valuable tools for investigate the crop responses to the water-management strategies and ameliorate the efficiency of water use in agriculture. The objective of this study was to evaluate the performance of AquaCrop model for maize crop (Zea mays L.) under full, excessive and deficit applications of drip irrigation in semi-humid region of China. The evaluation results emphasized the model accuracy in simulations CC, SWC, B*, Y and WUE with satisfactory performance in full irrigation, and moderate water stressed treatment T2 of 75% of full irrigation. This accuracy declines in circumstances of excessive irrigation T1 of 125% of full irrigation, and high water stressed T3 of 50% of full irrigation. The RMSEs and NRMSEs in simulated CC, and SWC for full irrigation, T1, T2 and T3 treatments were 7.3–8.6, 6.3–7.2, 5.4–6.3 and 4.9–5.6% CC, respectively, and 9.4–4.8, 16.1–8.1, 16.4–9.3 and 20.9–13.4% SWC, respectively. Whereas, the D-index and R2 of CC varied between 0.72 to 0.89 and 0.99 to 1.0, while in the SWC varied between 0.54 to 0.83 and 0.48 to 0.96 for the four irrigation treatments. The differences (S.D) in final biomass and grain yield were within the range of 0.23 to 4.45% and 0.30 to 1.46% between the measurement and simulation. Simulated WUEs of biomass and yield under different irrigation treatments ranged between 6.07 to 6.52 kg/m3 and 3.07 to 3.16 kg/m3, AquaCrop’s performance trends to underestimate the WUEs of biomass and yield, and emphasizes that the yield WUE increased linearly with water stress condition increased.

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Claims 14

Method / resourceobservedoriginal resultpositivemeasured

Claim · model-written summary

AquaCrop model accuracy for maize was satisfactory under full irrigation, compared with excessive irrigation T1

Taxon
maizeZea mayse0
Treatment
full irrigatione1
Outcome
model accuracye1
Qualifier
satisfactory performancee1
Comparator
excessive irrigation T1e3

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

Zea mays
Zea mays · TaxonAkwugo · CC BY-SA 4.0 · Wikimedia Commons ↗

Verbatim

e0

“maize crop (Zea mays L.)”

✓ located verbatim in the source · abstract, characters 261–285 · show in text ↑
e1

“The evaluation results emphasized the model accuracy in simulations CC, SWC, B*, Y and WUE with satisfactory performance in full irrigation”

✓ located verbatim in the source · abstract, characters 383–522 · show in text ↑
e3

“This accuracy declines in circumstances of excessive irrigation T1 of 125% of full irrigation, and high water stressed T3 of 50% of full irrigation”

✓ located verbatim in the source · abstract, characters 592–739 · show in text ↑
Method / resourceobservedoriginal resultmixedmeasured

Claim · model-written summary

AquaCrop model accuracy for maize was moderate under T2 (75% of full irrigation)

Taxon
maizeZea mayse0
Treatment
T2 of 75% of full irrigatione2
Outcome
model accuracye1
Qualifier
moderatee2
Comparator
full irrigatione1

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

Zea mays
Zea mays · TaxonAkwugo · CC BY-SA 4.0 · Wikimedia Commons ↗

Verbatim

e0

“maize crop (Zea mays L.)”

✓ located verbatim in the source · abstract, characters 261–285 · show in text ↑
e1

“The evaluation results emphasized the model accuracy in simulations CC, SWC, B*, Y and WUE with satisfactory performance in full irrigation”

✓ located verbatim in the source · abstract, characters 383–522 · show in text ↑
e2

“moderate water stressed treatment T2 of 75% of full irrigation”

✓ located verbatim in the source · abstract, characters 528–590 · show in text ↑
Method / resourceobservedoriginal resultnegativemeasured

Claim · model-written summary

AquaCrop accuracy for maize declined under excessive irrigation T1 (125% of full irrigation)

Taxon
maizeZea mayse0
Treatment
excessive irrigation T1e3
Outcome
accuracye3
Direction
declinese3
Comparator
full irrigatione3

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

Zea mays
Zea mays · TaxonAkwugo · CC BY-SA 4.0 · Wikimedia Commons ↗

Verbatim

e0

“maize crop (Zea mays L.)”

✓ located verbatim in the source · abstract, characters 261–285 · show in text ↑
e3

“This accuracy declines in circumstances of excessive irrigation T1 of 125% of full irrigation, and high water stressed T3 of 50% of full irrigation”

✓ located verbatim in the source · abstract, characters 592–739 · show in text ↑
Method / resourceobservedoriginal resultnegativemeasured

Claim · model-written summary

AquaCrop accuracy for maize declined under high water stress T3 (50% of full irrigation)

Taxon
maizeZea mayse0
Treatment
high water stressed T3e3
Outcome
accuracye3
Direction
declinese3
Comparator
full irrigatione3

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

Zea mays
Zea mays · TaxonAkwugo · CC BY-SA 4.0 · Wikimedia Commons ↗

Verbatim

e0

“maize crop (Zea mays L.)”

✓ located verbatim in the source · abstract, characters 261–285 · show in text ↑
e3

“This accuracy declines in circumstances of excessive irrigation T1 of 125% of full irrigation, and high water stressed T3 of 50% of full irrigation”

✓ located verbatim in the source · abstract, characters 592–739 · show in text ↑
Method / resourceobservedoriginal resultmeasured

Claim · model-written summary

RMSE and NRMSE of simulated canopy cover for maize ranged 4.9–8.6% across irrigation treatments

Taxon
maizeZea mayse0
Outcome
RMSEs and NRMSEs in simulated CCe5
Value
7.3–8.6, 6.3–7.2, 5.4–6.3 and 4.9–5.6% CCe5
Comparator
full irrigation, T1, T2 and T3 treatmentse5

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

Zea mays
Zea mays · TaxonAkwugo · CC BY-SA 4.0 · Wikimedia Commons ↗

Verbatim

e0

“maize crop (Zea mays L.)”

✓ located verbatim in the source · abstract, characters 261–285 · show in text ↑
e5

“The RMSEs and NRMSEs in simulated CC, and SWC for full irrigation, T1, T2 and T3 treatments were 7.3–8.6, 6.3–7.2, 5.4–6.3 and 4.9–5.6% CC, respectively”

✓ located verbatim in the source · abstract, characters 741–893 · show in text ↑
Method / resourceobservedoriginal resultmeasured

Claim · model-written summary

RMSE and NRMSE of simulated soil water content for maize ranged 4.8–20.9% across irrigation treatments

Taxon
maizeZea mayse0
Outcome
RMSEs and NRMSEs in simulated CC, and SWCe4
Value
9.4–4.8, 16.1–8.1, 16.4–9.3 and 20.9–13.4% SWCe6
Comparator
full irrigation, T1, T2 and T3 treatmentse4

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

Zea mays
Zea mays · TaxonAkwugo · CC BY-SA 4.0 · Wikimedia Commons ↗

Verbatim

e0

“maize crop (Zea mays L.)”

✓ located verbatim in the source · abstract, characters 261–285 · show in text ↑
e4

“The RMSEs and NRMSEs in simulated CC, and SWC for full irrigation, T1, T2 and T3 treatments were 7.3–8.6, 6.3–7.2, 5.4–6.3 and 4.9–5.6% CC, respectively”

✓ located verbatim in the source · abstract, characters 741–893 · show in text ↑
e6

“and 9.4–4.8, 16.1–8.1, 16.4–9.3 and 20.9–13.4% SWC, respectively”

✓ located verbatim in the source · abstract, characters 895–959 · show in text ↑
Method / resourceobservedoriginal resultmeasured

Claim · model-written summary

D-index and R2 of simulated canopy cover for maize ranged 0.72–0.89 and 0.99–1.0

Taxon
maizeZea mayse0
Outcome
D-index and R2 of CCe7
Value
0.72 to 0.89 and 0.99 to 1.0e7

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

Zea mays
Zea mays · TaxonAkwugo · CC BY-SA 4.0 · Wikimedia Commons ↗

Verbatim

e0

“maize crop (Zea mays L.)”

✓ located verbatim in the source · abstract, characters 261–285 · show in text ↑
e7

“Whereas, the D-index and R2 of CC varied between 0.72 to 0.89 and 0.99 to 1.0, while in the SWC varied between 0.54 to 0.83 and 0.48 to 0.96 for the four irrigation treatments”

✓ located verbatim in the source · abstract, characters 961–1136 · show in text ↑
Method / resourceobservedoriginal resultmeasured

Claim · model-written summary

D-index and R2 of simulated soil water content for maize ranged 0.54–0.83 and 0.48–0.96

Taxon
maizeZea mayse0
Outcome
D-index and R2e7
Value
0.54 to 0.83 and 0.48 to 0.96e7
Qualifier
in the SWCe7

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

Zea mays
Zea mays · TaxonAkwugo · CC BY-SA 4.0 · Wikimedia Commons ↗

Verbatim

e0

“maize crop (Zea mays L.)”

✓ located verbatim in the source · abstract, characters 261–285 · show in text ↑
e7

“Whereas, the D-index and R2 of CC varied between 0.72 to 0.89 and 0.99 to 1.0, while in the SWC varied between 0.54 to 0.83 and 0.48 to 0.96 for the four irrigation treatments”

✓ located verbatim in the source · abstract, characters 961–1136 · show in text ↑
Method / resourceobservedoriginal resultmeasured

Claim · model-written summary

Difference between measured and simulated final biomass of maize was 0.23–4.45%

Taxon
maizeZea mayse0
Outcome
differences (S.D) in final biomasse4
Value
0.23 to 4.45%e4
Comparator
the measuremente4

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

Zea mays
Zea mays · TaxonAkwugo · CC BY-SA 4.0 · Wikimedia Commons ↗

Verbatim

e0

“maize crop (Zea mays L.)”

✓ located verbatim in the source · abstract, characters 261–285 · show in text ↑
e4

“The differences (S.D) in final biomass and grain yield were within the range of 0.23 to 4.45% and 0.30 to 1.46% between the measurement and simulation”

✓ located verbatim in the source · abstract, characters 1138–1288 · show in text ↑
Method / resourceobservedoriginal resultmeasured

Claim · model-written summary

Difference between measured and simulated final grain yield of maize was 0.30–1.46%

Taxon
maizeZea mayse0
Outcome
grain yielde4
Value
0.30 to 1.46%e4
Qualifier
differences (S.D)e4
Comparator
the measuremente4

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

Zea mays
Zea mays · TaxonAkwugo · CC BY-SA 4.0 · Wikimedia Commons ↗

Verbatim

e0

“maize crop (Zea mays L.)”

✓ located verbatim in the source · abstract, characters 261–285 · show in text ↑
e4

“The differences (S.D) in final biomass and grain yield were within the range of 0.23 to 4.45% and 0.30 to 1.46% between the measurement and simulation”

✓ located verbatim in the source · abstract, characters 1138–1288 · show in text ↑
Method / resourceobservedoriginal resultsimulated

Claim · model-written summary

Simulated biomass WUE of maize ranged 6.07–6.52 kg/m3 across irrigation treatments

Taxon
maizeZea mayse0
Outcome
WUEs of biomasse5
Value
6.07 to 6.52 kg/m3e5

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

Zea mays
Zea mays · TaxonAkwugo · CC BY-SA 4.0 · Wikimedia Commons ↗

Verbatim

e0

“maize crop (Zea mays L.)”

✓ located verbatim in the source · abstract, characters 261–285 · show in text ↑
e5

“Simulated WUEs of biomass and yield under different irrigation treatments ranged between 6.07 to 6.52 kg/m3 and 3.07 to 3.16 kg/m3”

✓ located verbatim in the source · abstract, characters 1290–1420 · show in text ↑
Method / resourceobservedoriginal resultsimulated

Claim · model-written summary

Simulated yield WUE of maize ranged 3.07–3.16 kg/m3 across irrigation treatments

Taxon
maizeZea mayse0
Outcome
WUEs of biomass and yielde5
Value
3.07 to 3.16 kg/m3e5
Qualifier
yield WUEe6

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

Zea mays
Zea mays · TaxonAkwugo · CC BY-SA 4.0 · Wikimedia Commons ↗

Verbatim

e0

“maize crop (Zea mays L.)”

✓ located verbatim in the source · abstract, characters 261–285 · show in text ↑
e5

“Simulated WUEs of biomass and yield under different irrigation treatments ranged between 6.07 to 6.52 kg/m3 and 3.07 to 3.16 kg/m3”

✓ located verbatim in the source · abstract, characters 1290–1420 · show in text ↑
e6

“AquaCrop’s performance trends to underestimate the WUEs of biomass and yield, and emphasizes that the yield WUE increased linearly with water stress condition increased”

✓ located verbatim in the source · abstract, characters 1422–1590 · show in text ↑
Method / resourceobservedoriginal resultmeasured

Claim · model-written summary

AquaCrop tends to underestimate the WUEs of biomass and yield of maize relative to measurement

Taxon
maizeZea mayse0
Outcome
WUEs of biomass and yielde6
Direction
underestimatee6
Comparator
the measuremente4

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

Zea mays
Zea mays · TaxonAkwugo · CC BY-SA 4.0 · Wikimedia Commons ↗

Verbatim

e0

“maize crop (Zea mays L.)”

✓ located verbatim in the source · abstract, characters 261–285 · show in text ↑
e6

“AquaCrop’s performance trends to underestimate the WUEs of biomass and yield, and emphasizes that the yield WUE increased linearly with water stress condition increased”

✓ located verbatim in the source · abstract, characters 1422–1590 · show in text ↑
e4

“The differences (S.D) in final biomass and grain yield were within the range of 0.23 to 4.45% and 0.30 to 1.46% between the measurement and simulation”

✓ located verbatim in the source · abstract, characters 1138–1288 · show in text ↑
Associationobservedoriginal resultsimulated

Claim · model-written summary

Simulated yield WUE of maize increased linearly as water stress increased

Taxon
maizeZea mayse0
Treatment
water stress conditione6
Outcome
yield WUEe6
Direction
increasede6
Qualifier
linearlye6

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

Zea mays
Zea mays · TaxonAkwugo · CC BY-SA 4.0 · Wikimedia Commons ↗

Verbatim

e0

“maize crop (Zea mays L.)”

✓ located verbatim in the source · abstract, characters 261–285 · show in text ↑
e6

“AquaCrop’s performance trends to underestimate the WUEs of biomass and yield, and emphasizes that the yield WUE increased linearly with water stress condition increased”

✓ located verbatim in the source · abstract, characters 1422–1590 · show in text ↑