Paper · 2026 · Agriculture

Load Cell-Based Estimation and Control of Substrate Volumetric Water Content for Automated Irrigation in Plug Production

Sunghyun Oh; Seong Kwang An; Jongyun Kim

4
claims
7
verbatim quotes
0
citations
2
research areas
✓
Open access · cc-by

Abstract

Effective water management in plug trays is critical for high-quality young plant production. While soil moisture sensor-based irrigation can improve irrigation efficiency, its application to young plants is constrained by the small size and high density of plug tray cells, which hinder reliable moisture sensing. We developed a load cell-based automated irrigation system that estimates substrate volumetric water content (VWC) from plug tray weight dynamics and evaluated its applicability for plug production. The system continuously monitored tray weight and estimated VWC relative to a saturated reference tray weight, which was updated after each irrigation event to account for plant growth. Estimated VWC closely matched oven-dry measurements (R2 = 0.9888, RMSE = 0.029 m3·m−3). In a trial with torenia, irrigation was regulated using three VWC thresholds (0.30, 0.45, and 0.60 m3·m−3) and compared with a daily irrigation regime. The system regulated irrigation according to the target thresholds, with the 0.45 m3·m−3 threshold achieving the best balance between plant growth and irrigation efficiency, indicating it as the optimal irrigation threshold for torenia cutting propagation. This approach provides a practical decision-support tool for precision irrigation and for determining crop-specific VWC thresholds, supporting growers in improving water-use efficiency while ensuring high propagation performance in plug production.

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 4

Method / resourceobservedoriginal resultpositivemeasured

Claim · model-written summary

Load cell estimates closely matched oven dry measurements.

Taxon
toreniaToreniae1
Outcome
Estimated VWCe0
Value
R2 = 0.9888, RMSE = 0.029 m3·m−3e0
Comparator
oven-dry measurementse0

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

Torenia
Torenia · Taxon · picture of the genus (one of its species)Forest & Kim Starr · CC BY 3.0 · Wikimedia Commons ↗

Verbatim

e0

“Estimated VWC closely matched oven-dry measurements (R2 = 0.9888, RMSE = 0.029 m3·m−3).”

✓ located verbatim in the source · abstract, characters 700–787 · show in text ↑
e1

“In a trial with torenia”

✓ located verbatim in the source · abstract, characters 788–811 · show in text ↑
Method / resourceobservedoriginal resultpositivemeasured

Claim · model-written summary

The system regulated irrigation according to target thresholds.

Taxon
toreniaToreniae1
Outcome
irrigatione0
Comparator
target thresholdse0

Not reportedValue

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

Torenia
Torenia · Taxon · picture of the genus (one of its species)Forest & Kim Starr · CC BY 3.0 · Wikimedia Commons ↗

Verbatim

e0

“The system regulated irrigation according to the target thresholds”

✓ located verbatim in the source · abstract, characters 940–1006 · show in text ↑
e1

“In a trial with torenia”

✓ located verbatim in the source · abstract, characters 788–811 · show in text ↑
Intervention effectobservedoriginal resultpositivemeasured

Claim · model-written summary

The 0.45 moisture threshold best balanced torenia growth and irrigation efficiency.

Taxon
toreniaToreniae1
Treatment
0.45 m3·m−3 thresholde0
Outcome
balance between plant growth and irrigation efficiencye0
Direction
beste0

Not reportedComparator

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

Torenia
Torenia · Taxon · picture of the genus (one of its species)Forest & Kim Starr · CC BY 3.0 · Wikimedia Commons ↗

Verbatim

e0

“the 0.45 m3·m−3 threshold achieving the best balance between plant growth and irrigation efficiency”

✓ located verbatim in the source · abstract, characters 1013–1112 · show in text ↑
e1

“In a trial with torenia”

✓ located verbatim in the source · abstract, characters 788–811 · show in text ↑
Recommendationauthor interpretationoriginal resultpositivebasis n/a

Claim · model-written summary

The authors identified 0.45 m3·m−3 as the optimal threshold for torenia cutting propagation.

Taxon
toreniaToreniae0
Outcome
optimal irrigation threshold for torenia cutting propagatione0

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

Torenia
Torenia · Taxon · picture of the genus (one of its species)Forest & Kim Starr · CC BY 3.0 · Wikimedia Commons ↗

Verbatim

e0

“indicating it as the optimal irrigation threshold for torenia cutting propagation.”

✓ located verbatim in the source · abstract, characters 1114–1196 · show in text ↑