Paper · 2026 · Agricultural Water Management

Water and energy savings using variable rate sprinkler irrigation on a large maize farm in northern Italy

Alice Mayer; Bianca Ortuani; Alberto Crema; et al.

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citations
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Open access · cc-by

Abstract

Maize is a key crop both globally and in Italy. In the Po Valley, it is cultivated on 500,000 ha, primarily for use in livestock production. Here, maize cultivation is highly dependent on irrigation, traditionally performed using border irrigation. However, due to increasing water scarcity, more efficient irrigation strategies will be required in the future. This study develops and tests an innovative integrated framework combining soil characterisation, in-field monitoring devices, agro-hydrological modelling and remote sensing to save water and energy. In 2021, a variable rate (VR) irrigation strategy was implemented in a 15-ha center pivot in a large livestock farm in northern Italy using: i) soil mapping based on an electromagnetic induction (EMI) sensor to delineate homogeneous zones, ii) a modelling workflow coupling soil moisture probes and weather forecasts to determine irrigation timing and amounts, and iii) a speed-controlled pivot for spatially variable application. This approach reduced water and energy use by 20 %, while maintaining yield and reducing grain moisture at harvest, although operational constraints imposed by the tenant limited the achievable savings. The framework was then scaled up to the entire farm for the 2016–2021 period using a semi-distributed agro-hydrological model supported by remote sensing data. Simulations indicated a mean reduction of 19 % in irrigation and energy use, consistent with field results. Overall, the developed modelling framework proved to be effective in optimizing irrigation and can be transferred to other crop-growing areas relying on sprinkler systems. • The developed variable-rate (VR) irrigation strategy integrates measures, models and weather forecasts. • VR irrigation reduced maize water use by 20 % without affecting yield on a 15 ha pivot in 2021. • Energy saving was consistent with water saving (20 %). • VR simulations for a farm (300 ha) showed an average (6 years) water and energy saving of 19 %. • Crop phenometrics and parameters retrieved by Sentinel-2 were crucial at the farm level.

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Claims 5

Intervention effectobservedoriginal resultpositivemeasured

Claim · model-written summary

Variable rate irrigation reduced water and energy use by 20%.

Taxon
maizeZea mayst0
Treatment
variable ratet0
Outcome
water and energy usee0
Direction
reducede0
Value
20 %e0

Not reportedComparator

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

“This approach reduced water and energy use by 20 %”

✓ located verbatim in the source · abstract, characters 992–1042 · show in text ↑
t0

“variable rate sprinkler irrigation on a large maize farm”

✓ located verbatim in the source · title, characters 31–87 · show in text ↑
Intervention effectobservedoriginal resultno effectmeasured

Claim · model-written summary

Variable rate irrigation maintained maize yield.

Taxon
maizeZea mayst0
Treatment
variable rate sprinkler irrigationt0
Outcome
yielde0
Direction
maintaininge0

Not reportedComparator

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

“while maintaining yield”

✓ located verbatim in the source · abstract, characters 1044–1067 · show in text ↑
t0

“variable rate sprinkler irrigation on a large maize farm”

✓ located verbatim in the source · title, characters 31–87 · show in text ↑
Intervention effectobservedoriginal resultpositivemeasured

Claim · model-written summary

Variable rate irrigation reduced grain moisture at harvest.

Taxon
maizeZea mayst0
Treatment
variable rate sprinkler irrigationt0
Outcome
grain moisture at harveste0
Direction
reducinge0

Not reportedComparator

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

“reducing grain moisture at harvest”

✓ located verbatim in the source · abstract, characters 1072–1106 · show in text ↑
t0

“variable rate sprinkler irrigation on a large maize farm”

✓ located verbatim in the source · title, characters 31–87 · show in text ↑
Observationobservedoriginal resultpositivesimulated

Claim · model-written summary

Farm simulations indicated a mean 19% reduction in irrigation and energy use.

Taxon
maizeZea mayst0
Outcome
irrigation and energy usee0
Direction
reductione0
Value
19 %e0

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

“Simulations indicated a mean reduction of 19 % in irrigation and energy use”

✓ located verbatim in the source · abstract, characters 1355–1430 · show in text ↑
t0

“maize farm”

✓ located verbatim in the source · title, characters 77–87 · show in text ↑
Method / resourceauthor interpretationoriginal resultpositivemeasured

Claim · model-written summary

The modelling framework was effective for optimizing irrigation.

Taxon
maizeZea mayst0
Outcome
effective in optimizing irrigatione0

Not reportedComparator

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

“developed modelling framework proved to be effective in optimizing irrigation”

✓ located verbatim in the source · abstract, characters 1476–1553 · show in text ↑
t0

“maize farm”

✓ located verbatim in the source · title, characters 77–87 · show in text ↑

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

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