Paper · 2022 · Applied Engineering in Agriculture

Automated Leaching Fraction-based Irrigation System Reduces Leaching, Conserves Water, and Supports Crop Growth in a Commercial Nursery

Quinn Cypher; Wesley C. Wright; Xiaocun Sun; et al.

9
claims
21
verbatim quotes
3
citations
2
research areas
—
Not open access

Abstract

Highlights An automated irrigation system based on a novel leachate sensor was built to schedule and deliver irrigation to a container nursery. The sensor network was designed to achieve a 0.15 leaching fraction; it maintained an actual average leaching fraction of 0.17. Water use and container effluent were reduced by 60% and 96%, respectively, without reducing crop growth. Abstract. With the aim of reducing irrigation water use, an irrigation and leachate measurement and control system was developed and evaluated to automatically schedule and actuate irrigation in a commercial nursery. Leachate and irrigation sensors were built using a tipping bucket mechanism and used to calculate the daily leaching fraction (LF) = volume leached/volume applied. For the experimental daily irrigation schedule, the previous day’s LF was used to calculate irrigation run time for the current day using a scaled multiplier, where the change in irrigation run time was proportional to the difference between the calculated LF and the target LF, 0.15. The control zone was irrigated for two hours every other day simulating the commercial nursery’s standard schedule. The irrigation control system worked as designed and correctly imposed the irrigation treatments, including correctly delaying in response to rain and actuating based on a programmed minimum runtime, when necessary. Season-long water use was 60% less for the leachate-based irrigation schedule compared to the grower’s standard irrigation schedule (p = 0.0028). The average daily LFs were 0.17 and 0.73 for the LF-based irrigation and control, respectively (p < 0.0001). Compared to the grower’s standard practice the time averaged irrigation application rate was 3.3-fold less and time averaged leaching rate was 12.1-fold less for the LF-based irrigation schedule. Substrate volumetric water content was not correlated with LF and thus was not a good predictor of leaching fraction. Growth metrics were not impacted by irrigation treatment (p = 0.1429), indicating plants received sufficient water in the LF-based irrigation system. This novel system was able to actuate and adjust irrigation run-time based on daily leaching fraction without being influenced by the lag between irrigation and leaching and had an average leaching fraction within 0.02 of the target LF. Reducing water use with this LF-based schedule has the potential to reduce agrichemical-laden nursery effluent and increase nursery irrigation capacity, i.e., their ability to expand production on the current water supply. Keywords: Container effluent, ET-based irrigation, Irrigation schedule, Leachate, Precision irrigation, Sensor-based irrigation.

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Claims 9

Method / resourceobservedoriginal resultpositivemeasured

Claim · model-written summary

The sensor-controlled system achieved average leaching fraction 0.17 against a target of 0.15.

Taxon
plantsViridiplantaee1
Outcome
actual average leaching fractione0
Value
0.17e0
Comparator
0.15 leaching fractione0

Verbatim

e0

“The sensor network was designed to achieve a 0.15 leaching fraction; it maintained an actual average leaching fraction of 0.17”

✓ located verbatim in the source · abstract, characters 144–270 · show in text ↑
e1

“plants received sufficient water”

✓ located verbatim in the source · abstract, characters 2027–2059 · show in text ↑
Method / resourceobservedoriginal resultpositivemeasured

Claim · model-written summary

The system delayed irrigation in response to rain and actuated at minimum runtime when needed.

Taxon
plantsViridiplantaee1
Outcome
correctly delaying in response to rain and actuating based on a programmed minimum runtimee0
Value
minimum runtimee0

Verbatim

e0

“The irrigation control system worked as designed and correctly imposed the irrigation treatments, including correctly delaying in response to rain and actuating based on a programmed minimum runtime, when necessary”

✓ located verbatim in the source · abstract, characters 1160–1374 · show in text ↑
e1

“plants received sufficient water”

✓ located verbatim in the source · abstract, characters 2027–2059 · show in text ↑
Intervention effectobservedoriginal resultpositivesignificant (as stated)measured

Claim · model-written summary

Leachate-based irrigation used 60% less water than the grower schedule.

Taxon
plantsViridiplantaee1
Treatment
leachate-based irrigation schedulee0
Outcome
Season-long water usee0
Direction
lesse0
Value
60%e0
Comparator
grower’s standard irrigation schedulee0

Verbatim

e0

“Season-long water use was 60% less for the leachate-based irrigation schedule compared to the grower’s standard irrigation schedule (p = 0.0028)”

✓ located verbatim in the source · abstract, characters 1376–1520 · show in text ↑
e1

“plants received sufficient water”

✓ located verbatim in the source · abstract, characters 2027–2059 · show in text ↑
Intervention effectobservedoriginal resultpositivesignificant (as stated)measured

Claim · model-written summary

Average daily leaching fraction was 0.17 under LF irrigation versus 0.73 under control.

Taxon
plantsViridiplantaee1
Treatment
LF-based irrigatione0
Outcome
average daily LFse0
Direction
lowerinferrede0
Value
0.17e0
Qualifier
0.73e0
Comparator
controle0

Verbatim

e0

“The average daily LFs were 0.17 and 0.73 for the LF-based irrigation and control, respectively (p < 0.0001)”

✓ located verbatim in the source · abstract, characters 1522–1629 · show in text ↑
e1

“plants received sufficient water”

✓ located verbatim in the source · abstract, characters 2027–2059 · show in text ↑
Intervention effectobservedoriginal resultpositivemeasured

Claim · model-written summary

Average irrigation application rate was 3.3-fold less than grower practice.

Taxon
plantsViridiplantaee1
Treatment
LF-based irrigation schedulee2
Outcome
time averaged irrigation application ratee0
Direction
lesse0
Value
3.3-folde0
Comparator
grower’s standard practicee0

Verbatim

e0

“Compared to the grower’s standard practice the time averaged irrigation application rate was 3.3-fold less”

✓ located verbatim in the source · abstract, characters 1631–1737 · show in text ↑
e1

“plants received sufficient water”

✓ located verbatim in the source · abstract, characters 2027–2059 · show in text ↑
e2

“LF-based irrigation schedule”

✓ located verbatim in the source · abstract, characters 1797–1825 · show in text ↑
Intervention effectobservedoriginal resultpositivemeasured

Claim · model-written summary

Average leaching rate was 12.1-fold less than grower practice.

Taxon
plantsViridiplantaee2
Treatment
LF-based irrigation schedulee0
Outcome
time averaged leaching ratee0
Direction
lesse0
Value
12.1-folde0
Comparator
grower’s standard practicee1

Verbatim

e0

“time averaged leaching rate was 12.1-fold less for the LF-based irrigation schedule”

✓ located verbatim in the source · abstract, characters 1742–1825 · show in text ↑
e1

“grower’s standard practice”

✓ located verbatim in the source · abstract, characters 1647–1673 · show in text ↑
e2

“plants received sufficient water”

✓ located verbatim in the source · abstract, characters 2027–2059 · show in text ↑
Associationobservedoriginal resultno effectmeasured

Claim · model-written summary

Substrate water content was not correlated with leaching fraction.

Taxon
plantsViridiplantaee1
Outcome
leaching fractione0
Direction
not correlatede0
Qualifier
Substrate volumetric water contente0
Setting
Substratee0

Verbatim

e0

“Substrate volumetric water content was not correlated with LF and thus was not a good predictor of leaching fraction”

✓ located verbatim in the source · abstract, characters 1827–1943 · show in text ↑
e1

“plants received sufficient water”

✓ located verbatim in the source · abstract, characters 2027–2059 · show in text ↑
Intervention effectobservedoriginal resultno effectnot significant (as stated)measured

Claim · model-written summary

Irrigation treatment did not significantly change crop growth metrics.

Taxon
plantsViridiplantaee0
Treatment
LF-based irrigation schedulee2
Outcome
Growth metricse0
Direction
not impactede0
Comparator
control zonee1

Verbatim

e0

“Growth metrics were not impacted by irrigation treatment (p = 0.1429), indicating plants received sufficient water in the LF-based irrigation system”

✓ located verbatim in the source · abstract, characters 1945–2093 · show in text ↑
e1

“control zone”

✓ located verbatim in the source · abstract, characters 1048–1060 · show in text ↑
e2

“LF-based irrigation schedule”

✓ located verbatim in the source · abstract, characters 1797–1825 · show in text ↑
Method / resourceobservedoriginal resultpositivemeasured

Claim · model-written summary

Irrigation runtime adjusted from daily leaching fraction despite irrigation-to-leaching lag.

Taxon
plantsViridiplantaee1
Outcome
actuate and adjust irrigation run-time based on daily leaching fractione0
Value
0.02e0
Qualifier
without being influenced by the lag between irrigation and leachinge0

Verbatim

e0

“This novel system was able to actuate and adjust irrigation run-time based on daily leaching fraction without being influenced by the lag between irrigation and leaching and had an average leaching fraction within 0.02 of the target LF”

✓ located verbatim in the source · abstract, characters 2095–2330 · show in text ↑
e1

“plants received sufficient water”

✓ located verbatim in the source · abstract, characters 2027–2059 · show in text ↑

irrigation · growth · Viridiplantae (plants)Positive and negative results

16 papers: 11 positive, 5 negative or no effect

4 papers in the same direction as this paper · 11 in the opposite direction

  1. positive
  2. positive
  3. positive

12 papers more in this group

See all 16 papers →

irrigation · physiology: water · Viridiplantae (plants)Results agree

3 papers: 3 positive, 0 negative or no effect

2 papers in the same direction as this paper

  1. positive
  2. positive
See all 3 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.