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To mix or not to mix : evidences for the
   unexpected high productivity of new
    agrivoltaic and agroforestry systems

                                    Christian Dupraz
                                     Grégoire Talbot
                                      Hélène Marrou
                                      Jacques Wery
                                     Sébastien Roux
                                        Fabien liagre
                                      Yoann Férard*
                                    Antoine Nogier*


              INRA, UMR System, Montpellier, France
                     * Sun'R Company, Paris, France
To mix or not to mix?
To mix or not to mix?
Solar energy is plentiful and renewable


3.5*1018MJ.year-1 = 8 000 times the current needs of humans




Photovoltaism is so far the best conversion process


Capture efficiency : 15% versus less than 3% for biomass


Use chain efficiency : 150 times higher for photovoltaism + electric
engine compared to biomass + combustion engine



But would compete for crop land...



                                                                       4
Crops and trees... : agroforestry

Crops and photovoltaic panels... :
          agrivoltaism


  Heterogeneous  and stratified systems
          Facilitation wanted
        Competition unavoidable
Agroforestry system (AF)
Agrivoltaic system (AV) ?)
                             Virtual images, Sun’R corporation
                                                                 7
13
How to measure the productivity of mixtures


•   Land Equivalent Ratio LER (Mead and Willey, 1980)


• LER = Sum (Relative Yields) = Rytree or solar panels + RYcrop




                                                        LER = 1
Maize and beans   Cassava and peanuts
– Common observed values for LERs :

       – 0.9 to 1.1 for mixtures of annual species
       – 1.0 to 1.2 for legumes/non legumes species
       – What about mixtures of trees and crops, solar panels and crops?




      0.9 < LER < 1.2                                LER > 1 ?
Agroforestry
Measured LER
               1.36


               Poplars-winter cereals
                 12 year rotation
Walnut trees – winter cereals
                 40 Year rotation




            1.3 to 1.6
LERs
Predicted
by models
Measured
LER for
agrivoltaic
systems
with
various
densities
of PV
panels

                  1.3 to 1.7
  Dupraz et al, 2011, Renewable Energy 36: 2725-2732
Surprising high yields of plants in the shade of solar panels or
                             trees.


                      High spatial variability

 of both light availability and plant yield (strip pattern of the shade
under PVPs) which must be taken into account to assess the economic
                     profitability of such systems




AV even more efficient than AF systems for land productivity
LER interpretation
Practical : high

With a 1.4 LER, a 100 ha farm produces as much crop and
 tree products (or electricty) as a 140 ha farm where
 crops and trees (or solar panels) are separated in space


Theoretical : poor

LERs are « black box » indicators : they give no clues for
  the understanding of processes
Looking for explanations...

Looking for facilitation...




Light? Water? Nitrogen? First order interactions?

When ?
2003


       2009
Full Density of           Half Density of
          panels                    panels




        45 % RR                  70% RR




% annual relative radiation (RR) at ground level in
   an agrivoltaic system (43° Latitude North)

                                                      24
In agrivoltaic and agroforestry systems,
competition for light is compensated... by
                 what ??
LER interpretation

• LERs can be simulated with process-based models

• The simulations allow to decompose the LER in various
  interacting effects

• This is a way to hierarchy factors of success in
  agroforestry and agrivoltaism




 Talbot, 2011, Ph. D. thesis (Submitted to Env. Model. Soft.)
LER interpretation for a walnut-wheat AF system
Decomposing the LER

• LER= Rytree + Rycrop


•
    RY =   π[relative indexes]
• Exemple of decomposition :

• RY =
           Relative density
      x    Size Memory
      x    Light competition
      x    Water competition
      x    Harvest Index
Decomposing the Tree RY

                            Tree       Interpretation      Comments

RY                          0.52          RY > RD            Tree dominant


                                                          Depends on thinning
Relative density RD         0.36                                regime

                                                         Major (feed forward
Size memory                 1.50             +++                effect)

                                                        Significant : less shade
Light competition            1.10             +            from tree to tree

                                                        Not significant : AF and
Water competition           1.03              0           FC trees experience
                                                               same WS

                                                        Forest trees invest more
Harvest index               0.85             --               in the trunk




          Remember : value > 1 = [AF tree > FC tree]
Decomposing the Crop RY

                            Crop       Interpretation       Comments

RY                          0.76          RY < RD           Crop dominated



Relative density RD         0.93

                                                         Postive impact on leaf
Size memory                 0.99             0                    area

                                                        Significant : shade major
Light competition           0.74             ---                 effect


Water competition            1.10            +          Shaded crops protected



Harvest index                (1)             --          Not calculated so far




       Remember : value > 1 = [AF crop > Monocrop]
Hierarchy of components of a final LER
                           1,6

                           1,4                                                                  Tree
                                                                                                Crop
                           1,2
Multiplicative Component




                           1,0

                           0,8

                           0,6

                           0,4

                           0,2

                           0,0
                                 Predicted =   Relative   X    Size  X    Light X    Water     X Harvest
                                    RY         density        memory   competition competition    index
If the AF model is right…

         Advantages in AF        Drawbacks in AF      Neutral


Trees    Larger canopies         Few trees          Water stress

         Less light competition Invest C in roots

Winter   Reduced water stress Less light            Harvest
Crops                                               index
         Longer life of leaves   Reduced cropped

         Reduced N stress        area

         Reduced heat stress
If the AV model is right…

         Advantages in AV        Drawbacks in AV         Neutral
Solar    Improved ventilation    Cost of supporting   Light
panels                           structure            conversion

Summer   Reduced heat stress     Reduced light
Crops
         Longer life of leaves   Reduced cropped

         Reduced N stress        area

         Reduced water stress
Integrated over 40 years
But what dynamics during the 40 years?
2,0

                        1,8
Land Equivalent Ratio



                        1,5

                        1,3

                        1,0

                        0,8

                        0,5                     Annual
                                                Integrated
                        0,3

                        0,0
                              0   5   10   15      20        25   30   35   40
                                                   Years
Absolute crop yields        Relative crop yields


                Pure crop




Crop yield stabilisation in temperate agroforestry systems
A synthesis of probable LERs of temperate AFs

Association         Plant Cycles    Soil     Root segre-    Water     Probable
                                   depth          gation    body in     LER
                                                            summer
Walnut-cereal on      Almost        Deep          High       Yes        1.5
plains with water   complementar
table                    y
Sorbus-wheat          Lagged       Medium    Intermediate     No        1.4
Prunus-Medicago        Close        Deep     Intermediate     No        1.3
Prunus-sunflower    Synchronous    Shallow        Poor        No        1.2
Populus-maize       Synchronous     Poor           No        Yes        1.1
Evergreen tree      Superposed      Any        Variable       No        1.0
and summer crop
                      Never demonstrated so far                         <1.0
Conclusions


• LERs of AFs and AVs may be extremely high (part of a
  second green revolution?)

• Process-based models can help in interpreting productivity
  results of AF and AV systems at various time steps.

• Winter crops better in AF, summer crops better in AV
  (latitude-specific)
Now available…

A Textbook + 1 hour DVD
(with English, Spanish and Dutch sub-titles)




  Available at a special
  discount price today
    Book + DVD : 50 €
          Contact :
      Christian Dupraz
 dupraz@supagro.inra.fr

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To mix or not to mix: evidences for the unexpected high productivity of new agrivoltaic and agroforestry systems. Christian Dupraz

  • 1. To mix or not to mix : evidences for the unexpected high productivity of new agrivoltaic and agroforestry systems Christian Dupraz Grégoire Talbot Hélène Marrou Jacques Wery Sébastien Roux Fabien liagre Yoann Férard* Antoine Nogier* INRA, UMR System, Montpellier, France * Sun'R Company, Paris, France
  • 2. To mix or not to mix?
  • 3. To mix or not to mix?
  • 4. Solar energy is plentiful and renewable 3.5*1018MJ.year-1 = 8 000 times the current needs of humans Photovoltaism is so far the best conversion process Capture efficiency : 15% versus less than 3% for biomass Use chain efficiency : 150 times higher for photovoltaism + electric engine compared to biomass + combustion engine But would compete for crop land... 4
  • 5. Crops and trees... : agroforestry Crops and photovoltaic panels... : agrivoltaism Heterogeneous and stratified systems Facilitation wanted Competition unavoidable
  • 7. Agrivoltaic system (AV) ?) Virtual images, Sun’R corporation 7
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  • 14. How to measure the productivity of mixtures • Land Equivalent Ratio LER (Mead and Willey, 1980) • LER = Sum (Relative Yields) = Rytree or solar panels + RYcrop LER = 1
  • 15. Maize and beans Cassava and peanuts
  • 16. – Common observed values for LERs : – 0.9 to 1.1 for mixtures of annual species – 1.0 to 1.2 for legumes/non legumes species – What about mixtures of trees and crops, solar panels and crops? 0.9 < LER < 1.2 LER > 1 ?
  • 17. Agroforestry Measured LER 1.36 Poplars-winter cereals 12 year rotation
  • 18. Walnut trees – winter cereals 40 Year rotation 1.3 to 1.6 LERs Predicted by models
  • 19. Measured LER for agrivoltaic systems with various densities of PV panels 1.3 to 1.7 Dupraz et al, 2011, Renewable Energy 36: 2725-2732
  • 20. Surprising high yields of plants in the shade of solar panels or trees. High spatial variability of both light availability and plant yield (strip pattern of the shade under PVPs) which must be taken into account to assess the economic profitability of such systems AV even more efficient than AF systems for land productivity
  • 21. LER interpretation Practical : high With a 1.4 LER, a 100 ha farm produces as much crop and tree products (or electricty) as a 140 ha farm where crops and trees (or solar panels) are separated in space Theoretical : poor LERs are « black box » indicators : they give no clues for the understanding of processes
  • 22. Looking for explanations... Looking for facilitation... Light? Water? Nitrogen? First order interactions? When ?
  • 23. 2003 2009
  • 24. Full Density of Half Density of panels panels 45 % RR 70% RR % annual relative radiation (RR) at ground level in an agrivoltaic system (43° Latitude North) 24
  • 25. In agrivoltaic and agroforestry systems, competition for light is compensated... by what ??
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  • 27. LER interpretation • LERs can be simulated with process-based models • The simulations allow to decompose the LER in various interacting effects • This is a way to hierarchy factors of success in agroforestry and agrivoltaism Talbot, 2011, Ph. D. thesis (Submitted to Env. Model. Soft.)
  • 28. LER interpretation for a walnut-wheat AF system
  • 29. Decomposing the LER • LER= Rytree + Rycrop • RY = π[relative indexes] • Exemple of decomposition : • RY = Relative density x Size Memory x Light competition x Water competition x Harvest Index
  • 30. Decomposing the Tree RY Tree Interpretation Comments RY 0.52 RY > RD Tree dominant Depends on thinning Relative density RD 0.36 regime Major (feed forward Size memory 1.50 +++ effect) Significant : less shade Light competition 1.10 + from tree to tree Not significant : AF and Water competition 1.03 0 FC trees experience same WS Forest trees invest more Harvest index 0.85 -- in the trunk Remember : value > 1 = [AF tree > FC tree]
  • 31. Decomposing the Crop RY Crop Interpretation Comments RY 0.76 RY < RD Crop dominated Relative density RD 0.93 Postive impact on leaf Size memory 0.99 0 area Significant : shade major Light competition 0.74 --- effect Water competition 1.10 + Shaded crops protected Harvest index (1) -- Not calculated so far Remember : value > 1 = [AF crop > Monocrop]
  • 32. Hierarchy of components of a final LER 1,6 1,4 Tree Crop 1,2 Multiplicative Component 1,0 0,8 0,6 0,4 0,2 0,0 Predicted = Relative X Size X Light X Water X Harvest RY density memory competition competition index
  • 33. If the AF model is right… Advantages in AF Drawbacks in AF Neutral Trees Larger canopies Few trees Water stress Less light competition Invest C in roots Winter Reduced water stress Less light Harvest Crops index Longer life of leaves Reduced cropped Reduced N stress area Reduced heat stress
  • 34. If the AV model is right… Advantages in AV Drawbacks in AV Neutral Solar Improved ventilation Cost of supporting Light panels structure conversion Summer Reduced heat stress Reduced light Crops Longer life of leaves Reduced cropped Reduced N stress area Reduced water stress
  • 35. Integrated over 40 years But what dynamics during the 40 years?
  • 36. 2,0 1,8 Land Equivalent Ratio 1,5 1,3 1,0 0,8 0,5 Annual Integrated 0,3 0,0 0 5 10 15 20 25 30 35 40 Years
  • 37. Absolute crop yields Relative crop yields Pure crop Crop yield stabilisation in temperate agroforestry systems
  • 38. A synthesis of probable LERs of temperate AFs Association Plant Cycles Soil Root segre- Water Probable depth gation body in LER summer Walnut-cereal on Almost Deep High Yes 1.5 plains with water complementar table y Sorbus-wheat Lagged Medium Intermediate No 1.4 Prunus-Medicago Close Deep Intermediate No 1.3 Prunus-sunflower Synchronous Shallow Poor No 1.2 Populus-maize Synchronous Poor No Yes 1.1 Evergreen tree Superposed Any Variable No 1.0 and summer crop Never demonstrated so far <1.0
  • 39. Conclusions • LERs of AFs and AVs may be extremely high (part of a second green revolution?) • Process-based models can help in interpreting productivity results of AF and AV systems at various time steps. • Winter crops better in AF, summer crops better in AV (latitude-specific)
  • 40. Now available… A Textbook + 1 hour DVD (with English, Spanish and Dutch sub-titles) Available at a special discount price today Book + DVD : 50 € Contact : Christian Dupraz dupraz@supagro.inra.fr