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Evidences and explanations for the unexpected high productivity of improved temperate agroforestry systems 1rst EURAF Conference, 9 October 2012 Session 1 Christian Dupraz , Grégoire Talbot INRA, Montpellier, France

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Page 1: European Agroforestry Federation | EURAF - Evidences and … · 2012-10-17 · Meine Van Noordwijk (Icraf) Betha Lusiana (Icraf) Benoit Courbaud (Cemagref) Wopke van der Werf (Wageningen)

Evidences and explanations for the unexpected high productivity of improved

temperate agroforestry systems

1rst EURAF Conference, 9 October 2012

Session 1

Christian Dupraz , Grégoire Talbot

INRA, Montpellier, France

Page 2: European Agroforestry Federation | EURAF - Evidences and … · 2012-10-17 · Meine Van Noordwijk (Icraf) Betha Lusiana (Icraf) Benoit Courbaud (Cemagref) Wopke van der Werf (Wageningen)

Trees and Agriculture : a change of paradigm ?

Trees inside parcels

Trees around parcels

Page 3: European Agroforestry Federation | EURAF - Evidences and … · 2012-10-17 · Meine Van Noordwijk (Icraf) Betha Lusiana (Icraf) Benoit Courbaud (Cemagref) Wopke van der Werf (Wageningen)

Around parcels

Page 4: European Agroforestry Federation | EURAF - Evidences and … · 2012-10-17 · Meine Van Noordwijk (Icraf) Betha Lusiana (Icraf) Benoit Courbaud (Cemagref) Wopke van der Werf (Wageningen)

Inside parcels

Page 5: European Agroforestry Federation | EURAF - Evidences and … · 2012-10-17 · Meine Van Noordwijk (Icraf) Betha Lusiana (Icraf) Benoit Courbaud (Cemagref) Wopke van der Werf (Wageningen)

5

Innovative Agroforestry

Page 6: European Agroforestry Federation | EURAF - Evidences and … · 2012-10-17 · Meine Van Noordwijk (Icraf) Betha Lusiana (Icraf) Benoit Courbaud (Cemagref) Wopke van der Werf (Wageningen)

Dual approach : long-term experiments + models

Page 7: European Agroforestry Federation | EURAF - Evidences and … · 2012-10-17 · Meine Van Noordwijk (Icraf) Betha Lusiana (Icraf) Benoit Courbaud (Cemagref) Wopke van der Werf (Wageningen)

Controlled Experiments

Agroforestry Agri-voltaism

Page 8: European Agroforestry Federation | EURAF - Evidences and … · 2012-10-17 · Meine Van Noordwijk (Icraf) Betha Lusiana (Icraf) Benoit Courbaud (Cemagref) Wopke van der Werf (Wageningen)

8

2002 : Wageningen seminar

2005 End of SAFE project

2004 : Montpellier Seminar

The Hi-sAFe model : 2002-2011

2007

2011

Christian Dupraz (Inra) Grégoire Vincent (Ird)

Nick Jackson (Nerc) Harry Ozier-Lafontaine (Inra)

Hervé Sinoquet (Inra) Alain Fouéré (Inra)

Martina Mayus (Wageningen) François Bussière (Inra) Isabelle Lecomte (Inra)

Meine Van Noordwijk (Icraf) Betha Lusiana (Icraf)

Benoit Courbaud (Cemagref) Wopke van der Werf

(Wageningen) Hermann Van Keulen

(Wageningen) Gerry Lawson (Nerc)

Jean-Claude Poupa (Inra) François de Coligny (Inra)

Rachmat Mulia (Inra)

Objectives Hypotheses

Specifications

Page 9: European Agroforestry Federation | EURAF - Evidences and … · 2012-10-17 · Meine Van Noordwijk (Icraf) Betha Lusiana (Icraf) Benoit Courbaud (Cemagref) Wopke van der Werf (Wageningen)

To mix or not to mix : trees and crops/animals…

Page 10: European Agroforestry Federation | EURAF - Evidences and … · 2012-10-17 · Meine Van Noordwijk (Icraf) Betha Lusiana (Icraf) Benoit Courbaud (Cemagref) Wopke van der Werf (Wageningen)

Forest

Agroforestry

1 ha

Agriculture 0.8 ha

0.6 ha

LER = 1.4 ha

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

Mixture Separation

Page 11: European Agroforestry Federation | EURAF - Evidences and … · 2012-10-17 · Meine Van Noordwijk (Icraf) Betha Lusiana (Icraf) Benoit Courbaud (Cemagref) Wopke van der Werf (Wageningen)

1996

1997 2002

2005

Page 12: European Agroforestry Federation | EURAF - Evidences and … · 2012-10-17 · Meine Van Noordwijk (Icraf) Betha Lusiana (Icraf) Benoit Courbaud (Cemagref) Wopke van der Werf (Wageningen)

2003

2009

2010

Page 13: European Agroforestry Federation | EURAF - Evidences and … · 2012-10-17 · Meine Van Noordwijk (Icraf) Betha Lusiana (Icraf) Benoit Courbaud (Cemagref) Wopke van der Werf (Wageningen)

1.2 to 1.6 Land Equivalent Ratio

Poplars-winter cereals

14 years

Page 14: European Agroforestry Federation | EURAF - Evidences and … · 2012-10-17 · Meine Van Noordwijk (Icraf) Betha Lusiana (Icraf) Benoit Courbaud (Cemagref) Wopke van der Werf (Wageningen)

A 1.4 LER means that a 100 ha agroforestry farms produces as much crop and tree products as a conventional 140 ha farm where trees and crops are separated

Part of a new green revolution Increased efficiency of natural production factors (light, water, natural nitrogen)

Page 15: European Agroforestry Federation | EURAF - Evidences and … · 2012-10-17 · Meine Van Noordwijk (Icraf) Betha Lusiana (Icraf) Benoit Courbaud (Cemagref) Wopke van der Werf (Wageningen)

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

Page 16: European Agroforestry Federation | EURAF - Evidences and … · 2012-10-17 · Meine Van Noordwijk (Icraf) Betha Lusiana (Icraf) Benoit Courbaud (Cemagref) Wopke van der Werf (Wageningen)

2003

2009

Page 17: European Agroforestry Federation | EURAF - Evidences and … · 2012-10-17 · Meine Van Noordwijk (Icraf) Betha Lusiana (Icraf) Benoit Courbaud (Cemagref) Wopke van der Werf (Wageningen)

Solving the tree shade shape riddle

17

21 June

21 December 21 March / 21 September

Average irradiation under an isolated tree

Integrated irradiation under a tree stand

Page 18: European Agroforestry Federation | EURAF - Evidences and … · 2012-10-17 · Meine Van Noordwijk (Icraf) Betha Lusiana (Icraf) Benoit Courbaud (Cemagref) Wopke van der Werf (Wageningen)
Page 19: European Agroforestry Federation | EURAF - Evidences and … · 2012-10-17 · Meine Van Noordwijk (Icraf) Betha Lusiana (Icraf) Benoit Courbaud (Cemagref) Wopke van der Werf (Wageningen)

Light capture (40 years)

Light interception Land Equivalent Ratio : Walnut trees : 0.73 Winter wheat : 0.66 Light LER = 1.39

0 10 20 30 40 0 10 20 30 400 10 20 30 40

020

4060

8010

0 Pure crop Agroforestry Pure trees

% o

f inc

iden

t rad

iatio

n,

Year

Walnut trees Winter wheat Not captured

Page 20: European Agroforestry Federation | EURAF - Evidences and … · 2012-10-17 · Meine Van Noordwijk (Icraf) Betha Lusiana (Icraf) Benoit Courbaud (Cemagref) Wopke van der Werf (Wageningen)

Water budget (40 years)

Water capture Land Equivalent Ratio : Walnuts : 0.71 Wheat : 0.84

Water LER = 1.55

Inputs: Rain Water table

Outputs Wheat transpiration Walnut transpiration Understorey transpiration Soil evaporation Drainage Run-off

A AF F

Wat

er fl

uxes

(mm

/yea

r)

0 20

0 40

0 60

0 80

0

A AF F

Inputs Outputs

Page 21: European Agroforestry Federation | EURAF - Evidences and … · 2012-10-17 · Meine Van Noordwijk (Icraf) Betha Lusiana (Icraf) Benoit Courbaud (Cemagref) Wopke van der Werf (Wageningen)
Page 22: European Agroforestry Federation | EURAF - Evidences and … · 2012-10-17 · Meine Van Noordwijk (Icraf) Betha Lusiana (Icraf) Benoit Courbaud (Cemagref) Wopke van der Werf (Wageningen)

22

Pure walnut grove Walnut wheat Agroforestry

Root profiles of 14 year old walnut trees (November 2009)

Experimental measures

Page 23: European Agroforestry Federation | EURAF - Evidences and … · 2012-10-17 · Meine Van Noordwijk (Icraf) Betha Lusiana (Icraf) Benoit Courbaud (Cemagref) Wopke van der Werf (Wageningen)

Tree roots systems influenced by crop competition

23

Agroforestry tree

12 years

Forest tree

6 ans

Model predictions

Page 24: European Agroforestry Federation | EURAF - Evidences and … · 2012-10-17 · Meine Van Noordwijk (Icraf) Betha Lusiana (Icraf) Benoit Courbaud (Cemagref) Wopke van der Werf (Wageningen)
Page 25: European Agroforestry Federation | EURAF - Evidences and … · 2012-10-17 · Meine Van Noordwijk (Icraf) Betha Lusiana (Icraf) Benoit Courbaud (Cemagref) Wopke van der Werf (Wageningen)

0 10 20 30 40

02

46

8

0 10 20 30 40

02

46

8

Wheat yields predicted

Blé précoce Blé tardif

Année Année

Yiel

d (t

.ha-

1 )

• Pure wheat : high variability in yields

Témoin agricole

Model predictions

Page 26: European Agroforestry Federation | EURAF - Evidences and … · 2012-10-17 · Meine Van Noordwijk (Icraf) Betha Lusiana (Icraf) Benoit Courbaud (Cemagref) Wopke van der Werf (Wageningen)

0 10 20 30 40

02

46

8

0 10 20 30 40

02

46

8

Wheat yields in agroforestry

AF Late walnut AF Early walnut

Témoin agricole

Année Année

• AF : yield and variability (more impact of early walnut)

Yiel

ds (

t.ha-

1 )

Early wheat Late wheat

Model predictions

Page 27: European Agroforestry Federation | EURAF - Evidences and … · 2012-10-17 · Meine Van Noordwijk (Icraf) Betha Lusiana (Icraf) Benoit Courbaud (Cemagref) Wopke van der Werf (Wageningen)

0.0

0.2

0.4

0.6

0.8

1.0

1.2

1.4

0 0.5 1 1.5 2Tree crowding index

Rel

ativ

e cr

op y

ield

Vézénobres_1996 Vézénobres_1997 Restinclières_East-West Restinclières_North-South

Research for action : guidelines for improved AF systems

Looking for the best tree density

Experimental measures

Page 28: European Agroforestry Federation | EURAF - Evidences and … · 2012-10-17 · Meine Van Noordwijk (Icraf) Betha Lusiana (Icraf) Benoit Courbaud (Cemagref) Wopke van der Werf (Wageningen)

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 (Env. Model. Soft. In press)

Page 29: European Agroforestry Federation | EURAF - Evidences and … · 2012-10-17 · Meine Van Noordwijk (Icraf) Betha Lusiana (Icraf) Benoit Courbaud (Cemagref) Wopke van der Werf (Wageningen)

LER interpretation for a walnut-wheat AF system

Page 30: European Agroforestry Federation | EURAF - Evidences and … · 2012-10-17 · Meine Van Noordwijk (Icraf) Betha Lusiana (Icraf) Benoit Courbaud (Cemagref) Wopke van der Werf (Wageningen)

Land Equivalent Ratio : Walnuts : 0.76 Wheat : 0.52

LER = 1.28

Page 31: European Agroforestry Federation | EURAF - Evidences and … · 2012-10-17 · Meine Van Noordwijk (Icraf) Betha Lusiana (Icraf) Benoit Courbaud (Cemagref) Wopke van der Werf (Wageningen)

Modelling the 3 options concurrently

7m 7m

4m 4m

1m

Pure crop Pure tree

Same soil Same climate

Same management 40 years

Spontaneous understorey

4m

9m 13m

1 m

Page 32: European Agroforestry Federation | EURAF - Evidences and … · 2012-10-17 · Meine Van Noordwijk (Icraf) Betha Lusiana (Icraf) Benoit Courbaud (Cemagref) Wopke van der Werf (Wageningen)

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

Page 33: European Agroforestry Federation | EURAF - Evidences and … · 2012-10-17 · Meine Van Noordwijk (Icraf) Betha Lusiana (Icraf) Benoit Courbaud (Cemagref) Wopke van der Werf (Wageningen)

Decomposing the relative yield of trees

Interception light: • a : interception capacity • i : competition

Conversion into biomass: • p : leaf aging • w : water stress

Harvest ratio • ha : ABG/BG allocation • hs : Trunk allocation

Page 34: European Agroforestry Federation | EURAF - Evidences and … · 2012-10-17 · Meine Van Noordwijk (Icraf) Betha Lusiana (Icraf) Benoit Courbaud (Cemagref) Wopke van der Werf (Wageningen)

yind a i p w ha hs

Relative Yield per tree

-0.4 0.0 0.4 0.8

Decomposing the relative yield of trees

Page 35: European Agroforestry Federation | EURAF - Evidences and … · 2012-10-17 · Meine Van Noordwijk (Icraf) Betha Lusiana (Icraf) Benoit Courbaud (Cemagref) Wopke van der Werf (Wageningen)

yind a i p w ha hs

Relative Yield per tree

-0.4 0.0 0.4 0.8

Decomposing the relative yield of trees

19 m x 19 m 19 m x 11 m 11 m x 9 m 11 m x 5 m 7 m x 7 m

Page 36: European Agroforestry Federation | EURAF - Evidences and … · 2012-10-17 · Meine Van Noordwijk (Icraf) Betha Lusiana (Icraf) Benoit Courbaud (Cemagref) Wopke van der Werf (Wageningen)

yind a i p w ha hs

-0.4 0.0 0.4 0.8

Interception capacity (leaf area, leaf duration)

Decomposing the relative yield of trees

19 m x 19 m 19 m x 11 m 11 m x 9 m 11 m x 5 m 7 m x 7 m

Page 37: European Agroforestry Federation | EURAF - Evidences and … · 2012-10-17 · Meine Van Noordwijk (Icraf) Betha Lusiana (Icraf) Benoit Courbaud (Cemagref) Wopke van der Werf (Wageningen)

yind a i p w ha hs

-0.4 0.0 0.4 0.8

Light competition • On the tree line space essential

19 m x 19 m 19 m x 11 m 11 m x 9 m 11 m x 5 m 7 m x 7 m

Decomposing the relative yield of trees

Page 38: European Agroforestry Federation | EURAF - Evidences and … · 2012-10-17 · Meine Van Noordwijk (Icraf) Betha Lusiana (Icraf) Benoit Courbaud (Cemagref) Wopke van der Werf (Wageningen)

yind a i p w ha hs

-0.4 0.0 0.4 0.8

C Allocation to trunk: • Negative • Large canopies -> C allocated to branches

Decomposing the relative yield of trees

19 m x 19 m 19 m x 11 m 11 m x 9 m 11 m x 5 m 7 m x 7 m

Page 39: European Agroforestry Federation | EURAF - Evidences and … · 2012-10-17 · Meine Van Noordwijk (Icraf) Betha Lusiana (Icraf) Benoit Courbaud (Cemagref) Wopke van der Werf (Wageningen)

Decomposing the crop yield

Light Interception : • a : interception capacity • i : competition by trees

Conversion to biomass : • p : phenology • n : nitrogen stress • s : light saturation • t : temperature stress • w : water stress

Harvest index • g : grain filling duration • u : thermal stress • f : grain number

Page 40: European Agroforestry Federation | EURAF - Evidences and … · 2012-10-17 · Meine Van Noordwijk (Icraf) Betha Lusiana (Icraf) Benoit Courbaud (Cemagref) Wopke van der Werf (Wageningen)

-40 -30 -20 -10 0 10

y a i p n w s t g u f

0.0 0.5 1.0 1.5 2.0 2.5 3.0

-1.0

-0.5

0.0

0.5

1.0

1.5

Log(

Ren

dem

ent r

elat

if)

LAI peuplement noyers (m2.m-2)

Relative yield

Decomposing the crop yield

Page 41: European Agroforestry Federation | EURAF - Evidences and … · 2012-10-17 · Meine Van Noordwijk (Icraf) Betha Lusiana (Icraf) Benoit Courbaud (Cemagref) Wopke van der Werf (Wageningen)

Relative Yield

0.0 0.5 1.0 1.5 2.0 2.5 3.0-1

.0-0

.50.

00.

51.

01.

5Lo

g(R

ende

men

t rel

atif)

LAI peuplement noyers (m2.m-2)

-40 -30 -20 -10 0 10

Walnut Early Late

Whe

at

Late

Ear

ly

y a i p n w s t g u f

Decomposing the crop yield

Page 42: European Agroforestry Federation | EURAF - Evidences and … · 2012-10-17 · Meine Van Noordwijk (Icraf) Betha Lusiana (Icraf) Benoit Courbaud (Cemagref) Wopke van der Werf (Wageningen)

Light Competition : • Major and negative effect • Strong under early walnut

0.0 0.5 1.0 1.5 2.0 2.5 3.0

-1.0

-0.8

-0.6

-0.4

-0.2

0.0

LAI peuplement noyers (m2.m-2)

Log(

i) 44

-40 -30 -20 -10 0 10

y a i p n w s t g u f

Decomposing the crop yield Walnut

Early Late

Whe

at

Late

Ear

ly

Page 43: European Agroforestry Federation | EURAF - Evidences and … · 2012-10-17 · Meine Van Noordwijk (Icraf) Betha Lusiana (Icraf) Benoit Courbaud (Cemagref) Wopke van der Werf (Wageningen)

Water Stress Thermal Stress during grain filling

-40 -30 -20 -10 0 10

y a i p n w s t g u f

Decomposing the crop yield Walnut

Early Late

Whe

at

Late

Ear

ly

Page 44: European Agroforestry Federation | EURAF - Evidences and … · 2012-10-17 · Meine Van Noordwijk (Icraf) Betha Lusiana (Icraf) Benoit Courbaud (Cemagref) Wopke van der Werf (Wageningen)

Interception capacity • Delayed senescence

TA

AF

-40 -30 -20 -10 0

y a i p n w s t g u f

Decomposing the crop yield Walnut

Early Late

Whe

at

Late

Ear

ly

Page 45: European Agroforestry Federation | EURAF - Evidences and … · 2012-10-17 · Meine Van Noordwijk (Icraf) Betha Lusiana (Icraf) Benoit Courbaud (Cemagref) Wopke van der Werf (Wageningen)

Number of grains

-40 -30 -20 -10 0 10

y a i p n w s t g u f

Decomposing the crop yield Walnut

Early Late

Whe

at

Late

Ear

ly

Page 46: European Agroforestry Federation | EURAF - Evidences and … · 2012-10-17 · Meine Van Noordwijk (Icraf) Betha Lusiana (Icraf) Benoit Courbaud (Cemagref) Wopke van der Werf (Wageningen)

If the model is right…

Advantages in AF Drawbacks in AF Neutral

Trees Larger canopies

Less light competition

Few trees

Invest C in roots

Water stress

WinterCrops

Reduced water stress

Longer life of leaves

Reduced N stress

Reduced heat stress

Reduced cropped area

Less light

Harvest index (?)

Page 47: European Agroforestry Federation | EURAF - Evidences and … · 2012-10-17 · Meine Van Noordwijk (Icraf) Betha Lusiana (Icraf) Benoit Courbaud (Cemagref) Wopke van der Werf (Wageningen)

Integrated over 40 years

But what dynamics during the 40 years?

Page 48: European Agroforestry Federation | EURAF - Evidences and … · 2012-10-17 · Meine Van Noordwijk (Icraf) Betha Lusiana (Icraf) Benoit Courbaud (Cemagref) Wopke van der Werf (Wageningen)

0,0

0,3

0,5

0,8

1,0

1,3

1,5

1,8

2,0

0 5 10 15 20 25 30 35 40Years

Land

Equ

ival

ent R

atio

AnnualIntegrated

Page 49: European Agroforestry Federation | EURAF - Evidences and … · 2012-10-17 · Meine Van Noordwijk (Icraf) Betha Lusiana (Icraf) Benoit Courbaud (Cemagref) Wopke van der Werf (Wageningen)

Association type Plant Cycles Soil depth

Root segre-gation

Water body in summer

Probable LER

Walnut-cereal on plains with a water table

Almost complementary

Deep High Yes 1.5

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 and summer crop

Superposed Any Variable No 1.0

Never demonstrated so far <1.0

A synthesis of probable LERs of temperate AFs

Page 50: European Agroforestry Federation | EURAF - Evidences and … · 2012-10-17 · Meine Van Noordwijk (Icraf) Betha Lusiana (Icraf) Benoit Courbaud (Cemagref) Wopke van der Werf (Wageningen)

Conclusions

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

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

• Winter crops better in AF (temperate latitudes-specific)

Page 51: European Agroforestry Federation | EURAF - Evidences and … · 2012-10-17 · Meine Van Noordwijk (Icraf) Betha Lusiana (Icraf) Benoit Courbaud (Cemagref) Wopke van der Werf (Wageningen)

Pending : more virtual experiments

11 m x 9 m 100 stems/ha

11 m x 5 m 180 stems/ha

7 m x 7 m 200 tiges/ha (forest control) 19 m x 11 m

50 stems/ha

19 m x 19 m 30 stems/ha

Tree density and plantation design

Page 52: European Agroforestry Federation | EURAF - Evidences and … · 2012-10-17 · Meine Van Noordwijk (Icraf) Betha Lusiana (Icraf) Benoit Courbaud (Cemagref) Wopke van der Werf (Wageningen)

Pending : more virtual experiments

AF and Climate change : are crops in AF protected against climate change hazards ?

Page 53: European Agroforestry Federation | EURAF - Evidences and … · 2012-10-17 · Meine Van Noordwijk (Icraf) Betha Lusiana (Icraf) Benoit Courbaud (Cemagref) Wopke van der Werf (Wageningen)

Pending : System management optimisation assisted by modelling

Tree line orientation North-South / East-West

133 trees.ha-1 64 trees.ha-1

10 10

10

10

6

6 6

6

NS NS EW EW

Pruning height : 10 m versus 6 m

Tree density

Page 54: European Agroforestry Federation | EURAF - Evidences and … · 2012-10-17 · Meine Van Noordwijk (Icraf) Betha Lusiana (Icraf) Benoit Courbaud (Cemagref) Wopke van der Werf (Wageningen)

Pending : Designing enhanced and innovative agroforestry systems

Biomass production in agroforestry Various tree managements (pollarding, root trenching, precision fertilisation…) Mixtures of tree species

Page 55: European Agroforestry Federation | EURAF - Evidences and … · 2012-10-17 · Meine Van Noordwijk (Icraf) Betha Lusiana (Icraf) Benoit Courbaud (Cemagref) Wopke van der Werf (Wageningen)

Merci

Page 56: European Agroforestry Federation | EURAF - Evidences and … · 2012-10-17 · Meine Van Noordwijk (Icraf) Betha Lusiana (Icraf) Benoit Courbaud (Cemagref) Wopke van der Werf (Wageningen)