Paper · 2026 · Energy and Buildings

Integration of semi-transparent photovoltaic modules and heat pumps into agrivoltaic tomato greenhouses: Energy, economic, and environmental savings

Nima Asgari; Joshua M. Pearce

10
claims
15
verbatim quotes
0
citations
2
research areas
✓
Open access · cc-by

Abstract

• STPV-integrated greenhouses improved tomato yields while maintaining plant health. • 69% transparent c-Si STPV achieved the highest and most consistent yield gain (+38%). • Heat pump retrofits eliminated gas use with only 1.5 × higher electricity demand. • Agrivoltaic STPV supplied 13% of annual electricity with minimal lighting penalties. • Combined STPV-heat pump cut CO2e emissions by 71.7% in cold-climate greenhouses. In agrivoltaic controlled environmental agriculture, semi-transparent photovoltaic (STPV) modules are incorporated into greenhouses to provide sustainable energy for operations. For the first time, this study evaluates the performance of STPV technologies integrated into tomato greenhouses in southern Ontario through experimental agronomic investigations and three energy, economic, and environmental simulation scenarios: i) conventional gas-heated, ii) heat pump-based, and iii) agrivoltaic-heat pump-based greenhouses. STPV configurations tested included crystal silicon with 44% and 69% transparency, as well as with luminescent solar concentrators (53% and 69% transparency), and red and blue thin-film (50% transparency). The agrivoltaic systems maintained stable leaf chlorophyll content and comparable growth trends relative to the control, however 69% transparent crystal silicon PV improved yield the best by 38%. EnergyPlus modeling results indicated while heating loads were nearly three times higher than cooling loads, replacing the gas heater with a heat pump fully eliminated fossil fuel consumption, and increased electricity use by only about 1.5 times. Integrating the selected 69% STPV system with a heat pump enabled fully electrification of an agrivoltaic greenhouse. The agrivoltaic system supplied approximately 13% of the total annual electricity demand. Although this increased costs 5% relative to subsidized gas, the costs were stabilized and the carbon emissions were reduced by 71.7%, outperforming the heat-pump-only retrofit with 67.9% reductions. Overall, the results demonstrated that rooftop agrivoltaic integration combined with heat pump electrification is a technically feasible and environmentally effective pathway toward low-carbon greenhouse operation in northern climates like Canada.

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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 10

Intervention effectobservedoriginal resultpositivemeasured

Claim · model-written summary

The 69% transparent crystal silicon STPV improved tomato yield by 38% relative to the control.

Treatment
69% transparent crystal silicon PVe1
Outcome
yielde1
Direction
improvede1
Value
38%e1
Comparator
controle2
Setting
southern Ontarioe0

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

Solanum lycopersicum
Solanum lycopersicum · TaxonKod B · CC BY-SA 4.0 · Wikimedia Commons ↗

Verbatim

e0

“integrated into tomato greenhouses in southern Ontario”

✓ located verbatim in the source · abstract, characters 683–737 · show in text ↑
e1

“69% transparent crystal silicon PV improved yield the best by 38%”

✓ located verbatim in the source · abstract, characters 1286–1351 · show in text ↑
e2

“maintained stable leaf chlorophyll content and comparable growth trends relative to the control”

✓ located verbatim in the source · abstract, characters 1181–1276 · show in text ↑
Intervention effectobservedoriginal resultno effectmeasured

Claim · model-written summary

Agrivoltaic systems maintained leaf chlorophyll content and growth trends comparable to the control in tomato.

Treatment
agrivoltaic systemse2
Outcome
leaf chlorophyll contente2
Direction
maintainede2
Qualifier
comparable growth trendse2
Comparator
controle2

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

Solanum lycopersicum
Solanum lycopersicum · TaxonKod B · CC BY-SA 4.0 · Wikimedia Commons ↗

Verbatim

e0

“integrated into tomato greenhouses in southern Ontario”

✓ located verbatim in the source · abstract, characters 683–737 · show in text ↑
e2

“The agrivoltaic systems maintained stable leaf chlorophyll content and comparable growth trends relative to the control”

✓ located verbatim in the source · abstract, characters 1157–1276 · show in text ↑
Observationobservedoriginal resultsimulated

Claim · model-written summary

EnergyPlus modelling gives heating loads nearly three times higher than cooling loads in the greenhouse.

Outcome
heating loadse3
Direction
highere3
Value
nearly three timese3
Comparator
cooling loadse3

Not reportedTaxon

Verbatim

e3

“heating loads were nearly three times higher than cooling loads”

✓ located verbatim in the source · abstract, characters 1397–1460 · show in text ↑
Intervention effectobservedoriginal resultpositivesimulated

Claim · model-written summary

Replacing the gas heater with a heat pump fully eliminated fossil fuel consumption in the simulated greenhouse.

Treatment
replacing the gas heater with a heat pumpe4
Outcome
fossil fuel consumptione4
Direction
eliminatede4
Comparator
gas heatere4

Not reportedTaxon

Verbatim

e4

“replacing the gas heater with a heat pump fully eliminated fossil fuel consumption, and increased electricity use by only about 1.5 times”

✓ located verbatim in the source · abstract, characters 1462–1599 · show in text ↑
Intervention effectobservedoriginal resultnegativesimulated

Claim · model-written summary

Replacing the gas heater with a heat pump increased electricity use by only about 1.5 times in the simulated greenhouse.

Treatment
replacing the gas heater with a heat pumpe4
Outcome
electricity usee4
Direction
increasede4
Value
only about 1.5 timese4
Comparator
gas heatere4

Not reportedTaxon

Verbatim

e4

“replacing the gas heater with a heat pump fully eliminated fossil fuel consumption, and increased electricity use by only about 1.5 times”

✓ located verbatim in the source · abstract, characters 1462–1599 · show in text ↑
Observationobservedoriginal resultsimulated

Claim · model-written summary

The agrivoltaic system supplied approximately 13% of total annual electricity demand.

Outcome
total annual electricity demande5
Value
approximately 13%e5

Not reportedTaxon

Verbatim

e5

“The agrivoltaic system supplied approximately 13% of the total annual electricity demand”

✓ located verbatim in the source · abstract, characters 1719–1807 · show in text ↑
Intervention effectobservedoriginal resultnegativesimulated

Claim · model-written summary

The integrated system increased costs by 5% relative to subsidized gas.

Outcome
costse6
Direction
increasede6
Value
5%e6
Comparator
subsidized gase6

Not reportedTaxonTreatment

Verbatim

e6

“Although this increased costs 5% relative to subsidized gas”

✓ located verbatim in the source · abstract, characters 1809–1868 · show in text ↑
Intervention effectobservedoriginal resultno effectsimulated

Claim · model-written summary

Costs were stabilized under the integrated system.

Outcome
costse7
Direction
stabilizede7

Not reportedTaxonTreatmentComparator

Verbatim

e7

“the costs were stabilized”

✓ located verbatim in the source · abstract, characters 1870–1895 · show in text ↑
Intervention effectobservedoriginal resultpositivesimulated

Claim · model-written summary

The combined STPV-heat pump system reduced CO2e emissions by 71.7%.

Treatment
Combined STPV-heat pumpe2
Outcome
carbon emissionse1
Direction
reducede1
Value
71.7%e1

Not reportedTaxonComparator

Verbatim

e1

“the carbon emissions were reduced by 71.7%”

✓ located verbatim in the source · abstract, characters 1900–1942 · show in text ↑
e2

“Combined STPV-heat pump cut CO2e emissions by 71.7% in cold-climate greenhouses”

✓ located verbatim in the source · abstract, characters 346–425 · show in text ↑
Intervention effectobservedoriginal resultpositivesimulated

Claim · model-written summary

The heat-pump-only retrofit reduced carbon emissions by 67.9%.

Treatment
heat-pump-only retrofite2
Outcome
carbon emissionse1
Direction
reducede1
Value
67.9%e2

Not reportedTaxonComparator

Verbatim

e1

“the carbon emissions were reduced by 71.7%”

✓ located verbatim in the source · abstract, characters 1900–1942 · show in text ↑
e2

“outperforming the heat-pump-only retrofit with 67.9% reductions”

✓ located verbatim in the source · abstract, characters 1944–2007 · show in text ↑

silicon atom · yield · Solanum lycopersicum (tomato)Results differ

37 papers: 35 positive, 2 negative or no effect

34 papers in the same direction as this paper · 2 in the opposite direction

  1. no effect
  2. no effect
  3. positive

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heat · environment: emissions · Solanum lycopersicum (tomato)Positive and negative results

3 papers: 2 positive, 1 negative or no effect

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

  1. negative
  2. positive
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heat · pest · Solanum lycopersicum (tomato)Positive and negative results

10 papers: 6 positive, 4 negative or no effect

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

  1. negative
  2. negative
  3. negative

6 papers more in this group

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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.