Paper · 2021 · Scientific Reports

Water budgeting in conservation agriculture-based sub-surface drip irrigation in tropical maize using HYDRUS-2D in South Asia

Kiranmoy Patra; C. M. Parihar; H. S. Nayak; et al.

17
claims
28
verbatim quotes
20
citations
3
research areas
✓
Open access · cc-by

Abstract

Abstract In water scarce regions of South Asia, diversification of rice with maize is being advocated towards sustainability of cereal-based cropping systems. Adoption of innovative agronomic management practices, i.e., conservation agriculture (CA) and sub-surface drip irrigation (SSDI) are considered as key strategies for much needed interventions to address the challenges of water scarcity under projected climate change. Benefits from CA and SSDI concerning water economy are well-established, however, information about their complementarity and water budgeting in cereal-based systems are lacking. A field study was conducted with process-based model (HYDRUS-2D) to understand water transport, root water uptake and components of soil water balance in maize grown in rotation with wheat after five years of continuous adoption of conservation agriculture. In this study, altogether eight treatments comprising of 6 CA+ treatments (CA coupled with SSDI); permanent beds using sub-surface drip (PB-SSD) with (WR) and without (WOR) crop residue at different N rates, 0, 120 and 150 kg N ha −1 were compared with CA (PB using furrow irrigation-FI with crop residue-120 kg N ha −1 ) and conventional tillage practices (CT) (CT using FI without crop residue-120 kg N ha −1 ). Results showed that the model could simulate the daily changes in profile soil water content with reasonable accuracy in all the treatments. Simulated soil water balance indicated higher cumulative root water uptake (CRWU), lower cumulative evaporation (CE) and higher soil water retention in CA+ (PB-SSD+ crop residue at 150 and 120 kg N ha −1 ) than CA and CT plots. Hydrus-2D model efficiency > 0, RMSE between 0.009–0.026 and R 2 value between 0.80–0.92 at P < 0.01 indicates that the model is performing efficiently. The mean evaporation from CA+ treatments was 10 and 36% less than CA and CT treatments, respectively. On average, CRWU under CA+ treatments were 14–48% higher than FI treatments. The mean cumulative deep drainage in CA+ plots was 80–100 mm less than CA and CT plots. In CA+ based plots significantly higher biomass production and radiation use efficiency were observed with reduced water use than CA and CT. Therefore, the study justifies the water-saving nature of CA+, while maintaining higher productivity and meeting the transpiration demand of crops and halting unnecessary evaporation and deep drainage losses.

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 17

Method / resourceobservedoriginal resultpositivemeasured

Claim · model-written summary

HYDRUS-2D simulated daily profile soil water changes with reasonable accuracy across all treatments.

Taxon
maizeZea mayst0
Outcome
daily changes in profile soil water contente0
Qualifier
reasonable accuracy in all the treatmentse0

Not reportedValue

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

“Results showed that the model could simulate the daily changes in profile soil water content with reasonable accuracy in all the treatments.”

✓ located verbatim in the source · abstract, characters 1279–1419 · show in text ↑
e1

“Hydrus-2D model efficiency > 0, RMSE between 0.009–0.026 and R 2 value between 0.80–0.92 at P < 0.01 indicates that the model is performing efficiently.”

✓ located verbatim in the source · abstract, characters 1648–1800 · show in text ↑
t0

“maize”

✓ located verbatim in the source · title, characters 90–95 · show in text ↑
Method / resourceobservedoriginal resultpositivemeasured

Claim · model-written summary

HYDRUS-2D model efficiency exceeded zero.

Taxon
maizeZea mayst0
Outcome
model efficiencye0
Direction
>e0
Value
> 0e0

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

“Hydrus-2D model efficiency > 0, RMSE between 0.009–0.026 and R 2 value between 0.80–0.92 at P < 0.01 indicates that the model is performing efficiently.”

✓ located verbatim in the source · abstract, characters 1648–1800 · show in text ↑
t0

“maize”

✓ located verbatim in the source · title, characters 90–95 · show in text ↑
Method / resourceobservedoriginal resultmeasured

Claim · model-written summary

HYDRUS-2D RMSE ranged from 0.009 to 0.026.

Taxon
maizeZea mayst0
Outcome
RMSEe0
Value
0.009–0.026e0

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

“Hydrus-2D model efficiency > 0, RMSE between 0.009–0.026 and R 2 value between 0.80–0.92 at P < 0.01 indicates that the model is performing efficiently.”

✓ located verbatim in the source · abstract, characters 1648–1800 · show in text ↑
t0

“maize”

✓ located verbatim in the source · title, characters 90–95 · show in text ↑
Method / resourceobservedoriginal resultpositivesignificant (as stated)measured

Claim · model-written summary

HYDRUS-2D R2 ranged from 0.80 to 0.92 at P below 0.01.

Taxon
maizeZea mayst0
Outcome
R 2e0
Value
0.80–0.92e0
Qualifier
P < 0.01e0

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

“Hydrus-2D model efficiency > 0, RMSE between 0.009–0.026 and R 2 value between 0.80–0.92 at P < 0.01 indicates that the model is performing efficiently.”

✓ located verbatim in the source · abstract, characters 1648–1800 · show in text ↑
t0

“maize”

✓ located verbatim in the source · title, characters 90–95 · show in text ↑
Intervention effectobservedoriginal resultpositivesimulated

Claim · model-written summary

CA+ residue and drip irrigation at 150 kg N ha −1 produced higher simulated cumulative root water uptake, lower evaporation and higher water retention than CA and CT.

Taxon
maizeZea mayst0
Treatment
CA+ (PB-SSD+ crop residue at 150 and 120 kg N ha −1 )e0
Outcome
cumulative root water uptake (CRWU)e0
Direction
highere0
Comparator
CA and CT plotse0

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 ↗

Schema note from the model: Treatment rates share units; statement isolates the 150 rate.

Verbatim

e0

“Simulated soil water balance indicated higher cumulative root water uptake (CRWU), lower cumulative evaporation (CE) and higher soil water retention in CA+ (PB-SSD+ crop residue at 150 and 120 kg N ha −1 ) than CA and CT plots.”

✓ located verbatim in the source · abstract, characters 1420–1647 · show in text ↑
t0

“maize”

✓ located verbatim in the source · title, characters 90–95 · show in text ↑
Intervention effectobservedoriginal resultpositivesimulated

Claim · model-written summary

CA+ residue and drip irrigation at 120 kg N ha −1 produced higher simulated root water uptake than CA and CT.

Taxon
maizeZea mayst0
Treatment
120 kg N ha −1e0
Outcome
cumulative root water uptake (CRWU)e0
Direction
highere0
Comparator
CA and CT plotse0

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

“Simulated soil water balance indicated higher cumulative root water uptake (CRWU), lower cumulative evaporation (CE) and higher soil water retention in CA+ (PB-SSD+ crop residue at 150 and 120 kg N ha −1 ) than CA and CT plots.”

✓ located verbatim in the source · abstract, characters 1420–1647 · show in text ↑
t0

“maize”

✓ located verbatim in the source · title, characters 90–95 · show in text ↑
Intervention effectobservedoriginal resultpositivesimulated

Claim · model-written summary

Simulated evaporation was lower in CA+ with residue at 150 kg N ha −1 than CA and CT.

Treatment
CA+ (PB-SSD+ crop residue at 150 and 120 kg N ha −1 )e0
Outcome
cumulative evaporation (CE)e0
Direction
lowere0
Comparator
CA and CT plotse0

Not reportedTaxon

Schema note from the model: Statement isolates 150 rate from shared-unit treatment list.

Verbatim

e0

“Simulated soil water balance indicated higher cumulative root water uptake (CRWU), lower cumulative evaporation (CE) and higher soil water retention in CA+ (PB-SSD+ crop residue at 150 and 120 kg N ha −1 ) than CA and CT plots.”

✓ located verbatim in the source · abstract, characters 1420–1647 · show in text ↑
Intervention effectobservedoriginal resultpositivesimulated

Claim · model-written summary

Simulated evaporation was lower in CA+ with residue at 120 kg N ha −1 than CA and CT.

Treatment
120 kg N ha −1e0
Outcome
cumulative evaporation (CE)e0
Direction
lowere0
Comparator
CA and CT plotse0

Not reportedTaxon

Verbatim

e0

“Simulated soil water balance indicated higher cumulative root water uptake (CRWU), lower cumulative evaporation (CE) and higher soil water retention in CA+ (PB-SSD+ crop residue at 150 and 120 kg N ha −1 ) than CA and CT plots.”

✓ located verbatim in the source · abstract, characters 1420–1647 · show in text ↑
Intervention effectobservedoriginal resultpositivesimulated

Claim · model-written summary

Simulated soil water retention was higher in CA+ with residue at 150 kg N ha −1 than CA and CT.

Treatment
CA+ (PB-SSD+ crop residue at 150 and 120 kg N ha −1 )e0
Outcome
soil water retentione0
Direction
highere0
Comparator
CA and CT plotse0

Not reportedTaxon

Schema note from the model: Statement isolates 150 rate from shared-unit treatment list.

Verbatim

e0

“Simulated soil water balance indicated higher cumulative root water uptake (CRWU), lower cumulative evaporation (CE) and higher soil water retention in CA+ (PB-SSD+ crop residue at 150 and 120 kg N ha −1 ) than CA and CT plots.”

✓ located verbatim in the source · abstract, characters 1420–1647 · show in text ↑
Intervention effectobservedoriginal resultpositivesimulated

Claim · model-written summary

Simulated soil water retention was higher in CA+ with residue at 120 kg N ha −1 than CA and CT.

Treatment
120 kg N ha −1e0
Outcome
soil water retentione0
Direction
highere0
Comparator
CA and CT plotse0

Not reportedTaxon

Verbatim

e0

“Simulated soil water balance indicated higher cumulative root water uptake (CRWU), lower cumulative evaporation (CE) and higher soil water retention in CA+ (PB-SSD+ crop residue at 150 and 120 kg N ha −1 ) than CA and CT plots.”

✓ located verbatim in the source · abstract, characters 1420–1647 · show in text ↑
Intervention effectobservedoriginal resultpositivesimulated

Claim · model-written summary

Mean evaporation in CA+ was 10% below CA.

Treatment
CA+ treatmentse0
Outcome
mean evaporatione0
Direction
lesse0
Value
10e0
Comparator
CAe0

Not reportedTaxon

Schema note from the model: Percent unit is shared at end of list.

Verbatim

e0

“The mean evaporation from CA+ treatments was 10 and 36% less than CA and CT treatments, respectively.”

✓ located verbatim in the source · abstract, characters 1801–1902 · show in text ↑
Intervention effectobservedoriginal resultpositivesimulated

Claim · model-written summary

Mean evaporation in CA+ was 36% below CT.

Treatment
CA+ treatmentse0
Outcome
mean evaporatione0
Direction
lesse0
Value
36%e0
Comparator
CT treatmentse0

Not reportedTaxon

Verbatim

e0

“The mean evaporation from CA+ treatments was 10 and 36% less than CA and CT treatments, respectively.”

✓ located verbatim in the source · abstract, characters 1801–1902 · show in text ↑
Intervention effectobservedoriginal resultpositivesimulated

Claim · model-written summary

Average cumulative root water uptake was 14–48% higher in CA+ than furrow irrigation.

Taxon
maizeZea mayst0
Treatment
CA+ treatmentse0
Outcome
CRWUe0
Direction
highere0
Value
14–48%e0
Comparator
FI treatmentse0

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

“On average, CRWU under CA+ treatments were 14–48% higher than FI treatments.”

✓ located verbatim in the source · abstract, characters 1903–1979 · show in text ↑
t0

“maize”

✓ located verbatim in the source · title, characters 90–95 · show in text ↑
Intervention effectobservedoriginal resultpositivesimulated

Claim · model-written summary

Mean cumulative deep drainage was 80–100 mm lower in CA+ than CA and CT.

Treatment
CA+e0
Outcome
mean cumulative deep drainagee0
Direction
lesse0
Value
80–100 mme0
Comparator
CA and CT plotse0

Not reportedTaxon

Verbatim

e0

“The mean cumulative deep drainage in CA+ plots was 80–100 mm less than CA and CT plots.”

✓ located verbatim in the source · abstract, characters 1980–2067 · show in text ↑
Intervention effectobservedoriginal resultpositivesignificant (as stated)measured

Claim · model-written summary

CA+ significantly increased biomass and radiation use efficiency compared with CA and CT.

Taxon
maizeZea mayst0
Treatment
CA+e0
Outcome
biomass production and radiation use efficiencye0
Direction
highere0
Comparator
CA and CTe0

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

“In CA+ based plots significantly higher biomass production and radiation use efficiency were observed with reduced water use than CA and CT.”

✓ located verbatim in the source · abstract, characters 2068–2208 · show in text ↑
t0

“maize”

✓ located verbatim in the source · title, characters 90–95 · show in text ↑
Intervention effectobservedoriginal resultpositivemeasured

Claim · model-written summary

CA+ reduced water use relative to CA and CT.

Taxon
maizeZea mayst0
Treatment
CA+e0
Outcome
water usee0
Direction
reducede0
Comparator
CA and CTe0

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

“In CA+ based plots significantly higher biomass production and radiation use efficiency were observed with reduced water use than CA and CT.”

✓ located verbatim in the source · abstract, characters 2068–2208 · show in text ↑
t0

“maize”

✓ located verbatim in the source · title, characters 90–95 · show in text ↑
Recommendationauthor interpretationoriginal resultpositivebasis n/a

Claim · model-written summary

The authors conclude CA+ saves water while maintaining productivity and meeting crop transpiration demand.

Taxon
maizeZea mayst0
Outcome
water-saving nature of CA+e0
Qualifier
while maintaining higher productivity and meeting the transpiration demand of crops and halting unnecessary evaporation and deep drainage lossese0

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 study justifies the water-saving nature of CA+, while maintaining higher productivity and meeting the transpiration demand of crops and halting unnecessary evaporation and deep drainage losses.”

✓ located verbatim in the source · abstract, characters 2220–2417 · show in text ↑
t0

“maize”

✓ located verbatim in the source · title, characters 90–95 · 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.