Paper · 2010 · Agronomy Journal

Modeling Wheat and Maize Productivity as Affected by Climate Variation and Irrigation Supply in North China Plain

Chao Chen; Enli Wang; Qiang Yu

14
claims
17
verbatim quotes
99
citations
3
research areas
—
Not open access

Abstract

A modeling approach was used to analyze the response of crop productivity to irrigation in the North China Plain (NCP), where excessive use of water for irrigation has caused rapid decline in groundwater table. We calibrated and evaluated the farming systems model APSIM with data from three sites (Luancheng, Yucheng and Fengqiu). The calibrated model was applied to simulate the response of crop yield to climate variation and irrigation. The results show that the APSIM model was able to simulate growth and yield of wheat and maize in a double cropping system. Root mean squared error (RMSE) of yield and biomass simulations were 0.83 and 1.40 t ha −1 for wheat, 1.07 and 1.70 t ha −1 for maize, respectively. Soil water and ET were also reasonably predicted, with RMSE of 24.33 mm 1.49 mm d −1 , respectively. The simulated rainfed yield range was 0∼6.1 t ha −1 for wheat and 0∼9.7 t ha −1 for maize in the double cropping system. Each 60 mm additional irrigation increased crop yield by 1.2 t ha −1 and 540 mm irrigation would be required to achieve the yield potential of 7.1 t ha −1 for wheat and 8.3 t ha −1 for maize. If >180 mm irrigation water was available, partition it to wheat and maize would lead to higher total yield than applying it only to wheat. Changing to a single crop system would lead to significantly lower annual total crop yield, although yield of the single crop could be increased due to increased stored soil moisture.

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Claims 14

Method / resourceobservedoriginal resultmeasured

Claim · model-written summary

APSIM simulated wheat yield with RMSE 0.83 t ha −1.

Outcome
yielde0
Value
0.83e0
Qualifier
t ha −1e0

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

Triticum aestivum
Triticum aestivum · TaxonRasbak · CC BY-SA 3.0 · Wikimedia Commons ↗

Verbatim

e0

“Root mean squared error (RMSE) of yield and biomass simulations were 0.83 and 1.40 t ha −1 for wheat, 1.07 and 1.70 t ha −1 for maize, respectively.”

✓ located verbatim in the source · abstract, characters 565–713 · show in text ↑
Method / resourceobservedoriginal resultmeasured

Claim · model-written summary

APSIM simulated wheat biomass with RMSE 1.40 t ha −1.

Outcome
biomasse0
Value
1.40 t ha −1e0

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

Triticum aestivum
Triticum aestivum · TaxonRasbak · CC BY-SA 3.0 · Wikimedia Commons ↗

Verbatim

e0

“Root mean squared error (RMSE) of yield and biomass simulations were 0.83 and 1.40 t ha −1 for wheat, 1.07 and 1.70 t ha −1 for maize, respectively.”

✓ located verbatim in the source · abstract, characters 565–713 · show in text ↑
Method / resourceobservedoriginal resultmeasured

Claim · model-written summary

APSIM simulated maize yield with RMSE 1.07 t ha −1.

Taxon
maizeZea mayse0
Outcome
yielde0
Value
1.07e0
Qualifier
t ha −1e0

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

“Root mean squared error (RMSE) of yield and biomass simulations were 0.83 and 1.40 t ha −1 for wheat, 1.07 and 1.70 t ha −1 for maize, respectively.”

✓ located verbatim in the source · abstract, characters 565–713 · show in text ↑
Method / resourceobservedoriginal resultmeasured

Claim · model-written summary

APSIM simulated maize biomass with RMSE 1.70 t ha −1.

Taxon
maizeZea mayse0
Outcome
biomasse0
Value
1.70 t ha −1e0

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

“Root mean squared error (RMSE) of yield and biomass simulations were 0.83 and 1.40 t ha −1 for wheat, 1.07 and 1.70 t ha −1 for maize, respectively.”

✓ located verbatim in the source · abstract, characters 565–713 · show in text ↑
Method / resourceobservedoriginal resultmeasured

Claim · model-written summary

Soil water was reasonably predicted with RMSE 24.33 mm.

Outcome
Soil watere0
Value
24.33 mme0

Not reportedTaxon

Verbatim

e0

“Soil water and ET were also reasonably predicted, with RMSE of 24.33 mm 1.49 mm d −1 , respectively.”

✓ located verbatim in the source · abstract, characters 714–814 · show in text ↑
Method / resourceobservedoriginal resultmeasured

Claim · model-written summary

ET was reasonably predicted with RMSE 1.49 mm d −1.

Outcome
ETe0
Value
1.49 mm d −1e0

Not reportedTaxon

Verbatim

e0

“Soil water and ET were also reasonably predicted, with RMSE of 24.33 mm 1.49 mm d −1 , respectively.”

✓ located verbatim in the source · abstract, characters 714–814 · show in text ↑
Observationobservedoriginal resultsimulated

Claim · model-written summary

Simulated rainfed wheat yield ranged from 0 to 6.1 t ha −1 in double cropping.

Outcome
rainfed yielde0
Value
0∼6.1 t ha −1e0
Qualifier
double cropping systeme0

Not reportedDirection

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

Triticum aestivum
Triticum aestivum · TaxonRasbak · CC BY-SA 3.0 · Wikimedia Commons ↗

Verbatim

e0

“The simulated rainfed yield range was 0∼6.1 t ha −1 for wheat and 0∼9.7 t ha −1 for maize in the double cropping system.”

✓ located verbatim in the source · abstract, characters 815–935 · show in text ↑
Observationobservedoriginal resultsimulated

Claim · model-written summary

Simulated rainfed maize yield ranged from 0 to 9.7 t ha −1 in double cropping.

Taxon
maizeZea mayse0
Outcome
rainfed yielde0
Value
0∼9.7 t ha −1e0
Qualifier
double cropping systeme0

Not reportedDirection

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

“The simulated rainfed yield range was 0∼6.1 t ha −1 for wheat and 0∼9.7 t ha −1 for maize in the double cropping system.”

✓ located verbatim in the source · abstract, characters 815–935 · show in text ↑
Intervention effectobservedoriginal resultpositivesimulated

Claim · model-written summary

Each additional 60 mm irrigation increased simulated crop yield by 1.2 t ha −1.

Taxon
Wheat and MaizeTriticum aestivumZea mayst0
Treatment
60 mm additional irrigatione0
Outcome
crop yielde0
Direction
increasede0
Value
1.2 t ha −1e0

Not reportedComparator

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

Triticum aestivum
Triticum aestivum · TaxonRasbak · CC BY-SA 3.0 · Wikimedia Commons ↗
Zea mays
Zea mays · TaxonAkwugo · CC BY-SA 4.0 · Wikimedia Commons ↗

Verbatim

e0

“Each 60 mm additional irrigation increased crop yield by 1.2 t ha −1 and 540 mm irrigation would be required to achieve the yield potential of 7.1 t ha −1 for wheat and 8.3 t ha −1 for maize.”

✓ located verbatim in the source · abstract, characters 936–1127 · show in text ↑
t0

“Wheat and Maize”

✓ located verbatim in the source · title, characters 9–24 · show in text ↑
Intervention effectobservedoriginal resultpositivesimulated

Claim · model-written summary

540 mm irrigation was required to achieve simulated wheat yield potential of 7.1 t ha −1.

Treatment
540 mm irrigatione0
Outcome
yield potentiale0
Value
7.1 t ha −1e0

Not reportedComparatorDirection

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

Triticum aestivum
Triticum aestivum · TaxonRasbak · CC BY-SA 3.0 · Wikimedia Commons ↗

Verbatim

e0

“540 mm irrigation would be required to achieve the yield potential of 7.1 t ha −1 for wheat and 8.3 t ha −1 for maize.”

✓ located verbatim in the source · abstract, characters 1009–1127 · show in text ↑
Intervention effectobservedoriginal resultpositivesimulated

Claim · model-written summary

540 mm irrigation was required to achieve simulated maize yield potential of 8.3 t ha −1.

Taxon
maizeZea mayse0
Treatment
540 mm irrigatione0
Outcome
yield potentiale0
Value
8.3 t ha −1e0

Not reportedComparatorDirection

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

“540 mm irrigation would be required to achieve the yield potential of 7.1 t ha −1 for wheat and 8.3 t ha −1 for maize.”

✓ located verbatim in the source · abstract, characters 1009–1127 · show in text ↑
Intervention effectobservedoriginal resultpositivesimulated

Claim · model-written summary

With over 180 mm irrigation available, allocating it to both crops produced higher total yield than irrigating wheat alone.

Taxon
wheat and maizeTriticum aestivumZea mayse0
Treatment
partition it to wheat and maizee0
Outcome
total yielde0
Direction
highere0
Qualifier
>180 mm irrigation watere0
Comparator
applying it only to wheate0

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

Triticum aestivum
Triticum aestivum · TaxonRasbak · CC BY-SA 3.0 · Wikimedia Commons ↗
Zea mays
Zea mays · TaxonAkwugo · CC BY-SA 4.0 · Wikimedia Commons ↗

Verbatim

e0

“If >180 mm irrigation water was available, partition it to wheat and maize would lead to higher total yield than applying it only to wheat.”

✓ located verbatim in the source · abstract, characters 1128–1267 · show in text ↑
Intervention effectobservedoriginal resultnegativesignificant (as stated)simulated

Claim · model-written summary

Switching to a single crop system significantly lowered simulated annual total crop yield.

Taxon
Wheat and MaizeTriticum aestivumZea mayst0
Treatment
Changing to a single crop systeme0
Outcome
annual total crop yielde0
Direction
lowere0

Not reportedComparator

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

Triticum aestivum
Triticum aestivum · TaxonRasbak · CC BY-SA 3.0 · Wikimedia Commons ↗
Zea mays
Zea mays · TaxonAkwugo · CC BY-SA 4.0 · Wikimedia Commons ↗

Verbatim

e0

“Changing to a single crop system would lead to significantly lower annual total crop yield, although yield of the single crop could be increased due to increased stored soil moisture.”

✓ located verbatim in the source · abstract, characters 1268–1451 · show in text ↑
t0

“Wheat and Maize”

✓ located verbatim in the source · title, characters 9–24 · show in text ↑
Mechanismauthor interpretationoriginal resultpositivesimulated

Claim · model-written summary

Single crop yield could increase because more soil moisture was stored.

Taxon
Wheat and MaizeTriticum aestivumZea mayst0
Outcome
yield of the single crope0
Direction
increasede0
Qualifier
increased stored soil moisturee0

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

Triticum aestivum
Triticum aestivum · TaxonRasbak · CC BY-SA 3.0 · Wikimedia Commons ↗
Zea mays
Zea mays · TaxonAkwugo · CC BY-SA 4.0 · Wikimedia Commons ↗

Verbatim

e0

“Changing to a single crop system would lead to significantly lower annual total crop yield, although yield of the single crop could be increased due to increased stored soil moisture.”

✓ located verbatim in the source · abstract, characters 1268–1451 · show in text ↑
t0

“Wheat and Maize”

✓ located verbatim in the source · title, characters 9–24 · show in text ↑

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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.