Paper · 2025 · Scientia Horticulturae

IoT and sensor technologies: Increased water and nutrient savings and profit in Banana cv. Grand Nain (AAA) production

Mahesh Salimath; Nirmal Kaliannan; Varun Prabhakar; et al.

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Open access · cc-by-nc-nd

Abstract

• Enhanced resource efficiency: in banana, irrigation scheduling at −50 kPa soil moisture tension and 50 % Recommended Dose of Fertilizer (RDF) fertigation (I3F3) strategy significantly reduced water consumption by 26.02 % compared to the control, demonstrating improved water productivity. • Increased profitability: The I3F3 strategy yielded a higher net profit (₹ 2, 77,892) and a better benefit-to-cost ratio (1.61) compared to the control. • Reduced input costs: The I3F3 strategy lowered the cost per tonne of fruit and significantly reduced the NPK fertilizer cost per plant. • Sustainable solution: By optimizing water and fertilizer usage, the I3F3 strategy offers a more sustainable and economically viable approach to banana cultivation, mitigating risks associated with soil degradation and water scarcity. Bananas are globally ubiquitous fruit, demands substantial resource inputs, notably water and fertilizers, for its cultivation. This study aimed to evaluate the efficacy of IoT-enabled precision farming in optimizing water and nutrient utilization, augmenting banana cv.Grand Nain productivity, and mitigating cultivation costs. This pioneering endeavour for Indian banana cultivation investigated three distinct irrigation regimes, each contingent upon soil water potential thresholds of -50, -100, and -150 kPa, in conjunction with three fertigation treatments comprising 50 %, 75 %, and 100 % of the recommended dose of fertilizer (RDF). Findings demonstrated that, combination of -50 kPa and 50 % of RDF (I3F3 strategy), characterized by the most stringent irrigation and fertilization thresholds, and exhibited superior growth attributes after 240 days. Although the control treatment initially displayed a growth advantage in terms of plant height, pseudostem girth, and leaf area index (LAI), the I3F3 strategy surpassed it after 330 days, culminating in greater plant height and the largest pseudostem girth at the 300-day mark. Furthermore, the I3F3 strategy yielded a substantial net profit of ₹ 2,77,892 ha -1 , translating to a favorable benefit-to-cost ratio of 1.61, outperforming the control treatment. The cost per tonne of fruit was significantly reduced to ₹ 4,279 under the I3F3 strategy, while water productivity surged to 90 liters per kilogram of fruit, a considerable improvement over the control's 180 liters. Concurrently, the NPK fertilizer cost per plant diminished to ₹ 20.68, and fertilizer productivity increased to 0.625 per kilogram, signifying more efficient resource utilization. Notably, the I3F3 strategy achieved a remarkable 26.02 % water savings compared to the control, establishing it as a highly profitable and resource-conserving approach. In the contemporary agricultural landscape, grappling with soil degradation, water scarcity, and volatile market conditions, the I3F3 strategy emerges as a sustainable and economically viable solution for banana cultivation. By significantly curtailing water and NPK fertilizer usage, this approach mitigates farmers' economic risks and promotes environmental sustainability

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Claims 12

Intervention effectobservedoriginal resultpositivesignificant (as stated)measured

Claim · model-written summary

I3F3 reduced banana water consumption by 26.02 % versus control.

Taxon
bananae0
Treatment
irrigation scheduling at −50 kPa soil moisture tension and 50 % Recommended Dose of Fertilizer (RDF) fertigation (I3F3) strategye0
Outcome
water consumptione0
Direction
reducede0
Value
26.02 %e0
Comparator
controle0

Verbatim

e0

“in banana, irrigation scheduling at −50 kPa soil moisture tension and 50 % Recommended Dose of Fertilizer (RDF) fertigation (I3F3) strategy significantly reduced water consumption by 26.02 % compared to the control”

✓ located verbatim in the source · abstract, characters 32–246 · show in text ↑
Intervention effectobservedoriginal resultpositivemeasured

Claim · model-written summary

I3F3 generated higher net profit than control.

Taxon
bananat0
Treatment
I3F3 strategye0
Outcome
net profite0
Direction
highere0
Value
₹ 2, 77,892e0
Comparator
controle0

Verbatim

e0

“The I3F3 strategy yielded a higher net profit (₹ 2, 77,892) and a better benefit-to-cost ratio (1.61) compared to the control.”

✓ located verbatim in the source · abstract, characters 318–444 · show in text ↑
t0

“Banana cv. Grand Nain”

✓ located verbatim in the source · title, characters 80–101 · show in text ↑
e1

“The I3F3 strategy yielded a higher net profit”

✓ located verbatim in the source · abstract, characters 318–363 · show in text ↑
Intervention effectobservedoriginal resultpositivemeasured

Claim · model-written summary

I3F3 gave a better benefit-to-cost ratio of 1.61.

Taxon
bananat0
Treatment
I3F3 strategye0
Outcome
benefit-to-cost ratioe0
Direction
bettere0
Value
1.61e0
Comparator
controle0

Verbatim

e0

“The I3F3 strategy yielded a higher net profit (₹ 2, 77,892) and a better benefit-to-cost ratio (1.61) compared to the control.”

✓ located verbatim in the source · abstract, characters 318–444 · show in text ↑
t0

“Banana cv. Grand Nain”

✓ located verbatim in the source · title, characters 80–101 · show in text ↑
e1

“The I3F3 strategy yielded a higher net profit”

✓ located verbatim in the source · abstract, characters 318–363 · show in text ↑
Intervention effectobservedoriginal resultpositivemeasured

Claim · model-written summary

I3F3 improved growth attributes after 240 days.

Taxon
bananat0
Treatment
I3F3 strategye1
Outcome
growth attributese0
Direction
superiore0
Qualifier
after 240 dayse0

Not reportedComparator

Verbatim

e0

“exhibited superior growth attributes after 240 days.”

✓ located verbatim in the source · abstract, characters 1625–1677 · show in text ↑
t0

“Banana cv. Grand Nain”

✓ located verbatim in the source · title, characters 80–101 · show in text ↑
e1

“The I3F3 strategy yielded a higher net profit”

✓ located verbatim in the source · abstract, characters 318–363 · show in text ↑
Intervention effectobservedoriginal resultnegativemeasured

Claim · model-written summary

The control initially had greater plant height, girth and leaf area index.

Taxon
bananat0
Treatment
control treatmente0
Outcome
plant height, pseudostem girth, and leaf area index (LAI)e0
Direction
growth advantagee0

Not reportedComparator

Verbatim

e0

“the control treatment initially displayed a growth advantage in terms of plant height, pseudostem girth, and leaf area index (LAI)”

✓ located verbatim in the source · abstract, characters 1687–1817 · show in text ↑
t0

“Banana cv. Grand Nain”

✓ located verbatim in the source · title, characters 80–101 · show in text ↑
e1

“The I3F3 strategy yielded a higher net profit”

✓ located verbatim in the source · abstract, characters 318–363 · show in text ↑
Intervention effectobservedoriginal resultpositivemeasured

Claim · model-written summary

I3F3 surpassed control in plant height after 330 days.

Taxon
bananat0
Treatment
I3F3 strategye0
Outcome
plant heighte0
Direction
greatere0
Qualifier
after 330 dayse0

Not reportedComparator

Verbatim

e0

“the I3F3 strategy surpassed it after 330 days, culminating in greater plant height”

✓ located verbatim in the source · abstract, characters 1819–1901 · show in text ↑
t0

“Banana cv. Grand Nain”

✓ located verbatim in the source · title, characters 80–101 · show in text ↑
e1

“The I3F3 strategy yielded a higher net profit”

✓ located verbatim in the source · abstract, characters 318–363 · show in text ↑
Intervention effectobservedoriginal resultpositivemeasured

Claim · model-written summary

I3F3 gave the largest pseudostem girth at 300 days.

Taxon
bananat0
Treatment
I3F3 strategye1
Outcome
pseudostem girthe0
Direction
largeste0
Qualifier
300-day marke0

Not reportedComparator

Verbatim

e0

“the largest pseudostem girth at the 300-day mark.”

✓ located verbatim in the source · abstract, characters 1906–1955 · show in text ↑
t0

“Banana cv. Grand Nain”

✓ located verbatim in the source · title, characters 80–101 · show in text ↑
e1

“The I3F3 strategy yielded a higher net profit”

✓ located verbatim in the source · abstract, characters 318–363 · show in text ↑
Intervention effectobservedoriginal resultpositivesignificant (as stated)measured

Claim · model-written summary

I3F3 significantly cut cost per tonne of fruit to ₹ 4,279.

Taxon
bananat0
Treatment
I3F3 strategye0
Outcome
cost per tonne of fruite0
Direction
reducede0
Value
₹ 4,279e0

Not reportedComparator

Verbatim

e0

“The cost per tonne of fruit was significantly reduced to ₹ 4,279 under the I3F3 strategy”

✓ located verbatim in the source · abstract, characters 2137–2225 · show in text ↑
t0

“Banana cv. Grand Nain”

✓ located verbatim in the source · title, characters 80–101 · show in text ↑
e1

“The I3F3 strategy yielded a higher net profit”

✓ located verbatim in the source · abstract, characters 318–363 · show in text ↑
Intervention effectobservedoriginal resultpositivemeasured

Claim · model-written summary

I3F3 improved water productivity to 90 liters per kilogram compared with 180 liters for control.

Taxon
bananat0
Treatment
I3F3 strategye1
Outcome
water productivitye0
Direction
surgede0
Value
90 liters per kilogram of fruite0
Qualifier
180 literse0
Comparator
controle0

Verbatim

e0

“water productivity surged to 90 liters per kilogram of fruit, a considerable improvement over the control's 180 liters.”

✓ located verbatim in the source · abstract, characters 2233–2352 · show in text ↑
t0

“Banana cv. Grand Nain”

✓ located verbatim in the source · title, characters 80–101 · show in text ↑
e1

“The I3F3 strategy yielded a higher net profit”

✓ located verbatim in the source · abstract, characters 318–363 · show in text ↑
Intervention effectobservedoriginal resultpositivemeasured

Claim · model-written summary

I3F3 lowered NPK fertilizer cost per plant to ₹ 20.68.

Taxon
bananat0
Treatment
I3F3 strategye1
Outcome
NPK fertilizer cost per plante0
Direction
diminishede0
Value
₹ 20.68e0

Not reportedComparator

Verbatim

e0

“the NPK fertilizer cost per plant diminished to ₹ 20.68”

✓ located verbatim in the source · abstract, characters 2367–2422 · show in text ↑
t0

“Banana cv. Grand Nain”

✓ located verbatim in the source · title, characters 80–101 · show in text ↑
e1

“The I3F3 strategy yielded a higher net profit”

✓ located verbatim in the source · abstract, characters 318–363 · show in text ↑
Intervention effectobservedoriginal resultpositivemeasured

Claim · model-written summary

I3F3 increased fertilizer productivity to 0.625 per kilogram.

Taxon
bananat0
Treatment
I3F3 strategye1
Outcome
fertilizer productivitye0
Direction
increasede0
Value
0.625 per kilograme0

Not reportedComparator

Verbatim

e0

“fertilizer productivity increased to 0.625 per kilogram”

✓ located verbatim in the source · abstract, characters 2428–2483 · show in text ↑
t0

“Banana cv. Grand Nain”

✓ located verbatim in the source · title, characters 80–101 · show in text ↑
e1

“The I3F3 strategy yielded a higher net profit”

✓ located verbatim in the source · abstract, characters 318–363 · show in text ↑
Recommendationauthor interpretationoriginal resultpositivebasis n/a

Claim · model-written summary

The authors propose I3F3 as a sustainable banana cultivation approach.

Taxon
bananae0
Treatment
I3F3 strategye0
Outcome
sustainable and economically viable solution for banana cultivatione0

Verbatim

e0

“the I3F3 strategy emerges as a sustainable and economically viable solution for banana cultivation.”

✓ located verbatim in the source · abstract, characters 2827–2926 · show in text ↑

irrigation · physiology: water · MusaPositive and negative results

23 papers: 22 positive, 1 negative or no effect

21 papers in the same direction as this paper · 1 in the opposite direction

  1. positive
  2. positive
  3. negative

19 papers more in this group

See all 23 papers →

soil water · physiology: water · MusaResults agree

2 papers: 2 positive, 0 negative or no effect

1 paper in the same direction as this paper

  1. positive
See all 2 papers →

fertilization · physiology: water · MusaResults agree

11 papers: 11 positive, 0 negative or no effect

10 papers in the same direction as this paper

  1. positive
  2. positive
  3. positive

7 papers more in this group

See all 11 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.