A modelling approach to explore the impact of root distribution and citrate release on phosphorus...
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A Modelling Approach to Explore the Impact of Root Distribution and Citrate Release on Phosphorus Use Efficiency of Crops
Sustainable Agriculture Flagship
Enli Wang, Brad Ridoutt
Zhongkui Luo, Ulrike Bende-Michl
Outline of the presentation
1. APSIM and its capability to simulate crop response to soil P
2. Current understanding and available data on citrate release from plant roots and its impact on PUE
3. New model development to enable APSIM to simulate impact of citrate efflux on PUE
4. Simulated response of wheat growth and P uptake to citrate effluxes
5. Summary
Outline of the presentation
1. APSIM and its capability to simulate crop response to soil P
2. Current understanding and available data on citrate release from plant roots and its impact on PUE
3. New model development to enable APSIM to simulate impact of citrate efflux on PUE
4. Simulated response of wheat growth and P uptake to citrate effluxes
5. Summary
Crops
System ControlSystem Control
SoilSoil
SWIM
ManagerReportClock
SoilWat
Soil C & N
SoilPH
SoilP
ResidueEconomics
Fertiliz
Irrigate
Canopy Met
Erosion
Other Crops
Maize
Sorghum
Legume
Wheat
New Module
Manure
SWIM
ManagerReportClock
SoilWat
Soil C & N
SoilPH
SoilP
ResidueEconomics
Fertiliz
Irrigate
Canopy Met
Erosion
Other Crops
Maize
Sorghum
Legume
Wheat
New Module
Manure
ManagerReportClock
SoilWat
Soil C & N
SoilPH
SoilP
ResidueEconomics
Fertiliz
Irrigate
Canopy Met
Erosion
Other Crops
Maize
Sorghum
Legume
Wheat
New Module
Manure
ManagementManagement
ENGINE
ENGINE
1.1 APSIM
• APSIM: Agricultural Production Systems Simulator
• A modular modelling
framework
• Simulates biophysical
processes in farming
systems
• Links to economic &
ecological outcomes of
management practices under
climate variation
1.1 APSIM
APSIM is a farming systems model, able to simulate
• >20 crops, including pastures & trees• complex rotation patterns• water, carbon, nitrogen and phosphorus
cycling
1.2 Crop Modules
• Potential growth of crops
• P demand based on critical P concentrations,
biomass & new growth
• Reduction in growth due to P deficiency
1.3 SoilP Module
P fertilizerbroadcast
UnavailableInorganic P
Rock PUnavailableOrganic P
Labile P
P in Soil solution
Crop P Uptake
Ads
orpt
ion
Des
orpt
ion
MineralizationImmobilization
Dissolution
Placement effect
P fertilizer banded
APSIM-SoilP:• does not simulate • precipitation/dissolution
of tightly bonded soil P• may not work in acidic
soils (pH<5.5) and alkaline soils (pH>7.3)
• new development is on-going for P modeling in those soils
• original version does not consider effect of root exudation on PUE
Outline of the presentation
1. APSIM and its capability to simulate crop response to soil P
2. Current understanding and available data on citrate release from plant roots and its impact on PUE
3. New model development to enable APSIM to simulate impact of citrate efflux on PUE
4. Simulated response of wheat growth and P uptake to citrate effluxes
5. Summary
2.1 Process understanding and data availability
• Organic anions can enhance P mobilisation into soil solution (Jones,
1998; Khademi et al, 2010)
• Release of citrate, malate & oxalate from roots increases with P
deficiency (Vance et al, 2003; Ryan et al, 2001)
Crop Citrate Efflux References(nmol/gFW/h)
Rice 155~360 Kirk et al (1999)Wheat 5~185 Ryan et al (2009)
White lupin 1656~2373 Roelofs et al (2001)Proteaceae 3600~9000 Roelofs et al (2001)
Table 1 citrate efflux from plant roots
2.2 Modelling
• Only one modeling study to simulate rice P uptake
in controlled laboratory experiment
• Rice (Kirk et al, 1999) – diffusion,
decomposition and P solubilisation of citrate,
only a few mm around roots, no zero efflux
treatment
• No field scale modelling studies so far
Outline of the presentation
1. APSIM and its capability to simulate crop response to soil P
2. Current understanding and available data on citrate release from plant roots and its impact on PUE
3. New model development to enable APSIM to simulate impact of citrate efflux on PUE
4. Simulated response of wheat growth and P uptake to citrate effluxes
5. Summary
3.1 APSIM enhancements
1. Original Model: crop P uptake is linked to solution P in rooted soil layers
2. Enhancement #1: need to link crop P uptake to solution P and root length density (RLD)
3. Enhancement #2: need to link crop P uptake & solution P to citrate efflux from roots
(Fc)
P fertilizerbroadcast
UnavailableInorganic P
Rock PUnavailableOrganic P
Labile P
P in Soil solution
Crop P Uptake
Ad
sorp
tion
Deso
rpti
on
MineralizationImmobilization
Dissolution
Loss of availability
Gain of availability
Placement effect
P fertilizer banded
P released by citrateP released by citrate
Outline of the presentation
1. APSIM and its capability to simulate crop response to soil P
2. Current understanding and available data on citrate release from plant roots and its impact on PUE
3. New model development to enable APSIM to simulate impact of citrate efflux on PUE
4. Simulated response of wheat growth and P uptake to citrate effluxes
5. Summary
4.1 Biomass
1. Original Model: crop P uptake is linked to solution P in rooted soil layers
Comparison of simulated and observed wheat grain yields under different levels of P fertiliser inputs at one QLD site and two NSW sites.
The modified model performed slightly better than the original one!
y = 1.1742x - 259.46R2 = 0.896
0
1000
2000
3000
4000
5000
6000
7000
0 10002000 3000 4000 5000 60007000Observed wheat yield (kg/ha)
Sim
ulat
ed w
heat
yie
ld (
kg/h
a)
(b) APSIM-SoilP&RLD
y = 1.1256x + 10.593R2 = 0.8891
0
1000
2000
3000
4000
5000
6000
7000
0 1000 2000 30004000 50006000 7000Observed wheat yield (kg/ha)
Sim
ulat
ed w
heat
yie
ld (
kg/h
a)
(a) APSIM-SoilP
2. Enhancement #1: need to link crop P uptake to solution P and root length density (RLD)
4.2 Scenario analysis
• Study site: Kingaroy, QLD (1957-2009)• Cropping system: Continuous wheat, rainfed condition• Citrate efficiency = 0.4• Five levels of soil P sorption capacity:
• Low 50, 100• Medium 200• High 500• Very high 1000
• Seven levels of citrate efflux (nmol/gFW/h): 0, 50, 100, 200, 500, 1000, 2000
• 11 levels of P application rates (kg P/ha): 0~200 kg P/ha with increase of 20 kg P/ha.
4.3 Biomass responses: short-term vs long-term
0
4
8
12
16
20
0 40 80 120 160 200P Rate (kg/ha)
Bio
mas
s (t
on/h
a)
(a) Citrate efflux = 0 nmol/gFW/h
0
4
8
12
16
20
0 40 80 120 160 200P Rate (kg/ha)
Bio
mas
s (k
g/ha
)
(b) Citrate efflux = 200 nmol/gFW/h
0
4
8
12
16
20
0 40 80 120 160 200P Rate (kg/ha)
Bio
mas
s (t
on/h
a)
(c) Citrate efflux = 1000 nmol/gFW/h
0
4
8
12
16
20
0 40 80 120 160 200P Rate (kg/ha)
Bio
mas
s (t
on/h
a)
501002005001000
Sorption:
(d) Citrate efflux = 2000 nmol/gFW/h
First year 1957
0
4
8
12
16
20
0 40 80 120 160 200P Rate (kg/ha)
Bio
mas
s (t
on/h
a)
501002005001000
Sorption:
(a) Citrate efflux = 0 nmol/gFW/h
0
4
8
12
16
20
0 40 80 120 160 200P Rate (kg/ha)
Bio
mas
s (t
on/h
a)
501002005001000
Sorption:
(b) Citrate efflux = 200 nmol/gFW/h
0
4
8
12
16
20
0 40 80 120 160 200P Rate (kg/ha)
Bio
mas
s (t
on/h
a)
501002005001000
Sorption:
(c) Citrate efflux = 1000 nmol/gFW/h
0
4
8
12
16
20
0 40 80 120 160 200P Rate (kg/ha)
Bio
mas
s (t
on/h
a)
501002005001000
Sorption:
(d) Citrate efflux = 2000 nmol/gFW/h
Average 1957~2009
0
5
10
15
20
25
1950 1960 1970 1980 1990 2000 2010
Year
Bio
mas
s or
gra
in y
ield
(to
n/ha
)
Biomass
Yield
(a) Citrate Eff lux = 0 nmol/gFW/h
0
5
10
15
20
25
1950 1960 1970 1980 1990 2000 2010
Year
Bio
mas
s or
gra
in y
ield
(to
n/ha
)
Biomass
Yield
(b) Citrate Eff lux = 200 nmol/gFW/h
0
50
100
150
200
1950 1960 1970 1980 1990 2000 2010Year
Tot
al in
orga
nic
soil
P (
kg/h
a) Layer 1Layer 2Layer 3
(d) Citrate Eff lux = 200
0
50
100
150
200
1950 1960 1970 1980 1990 2000 2010Year
Tot
al in
orga
nic
soil
P (
kg/h
a) Layer 1Layer 2Layer 3
(c) Citrate Eff lux = 0
4.4 Biomass, yield and inorganic soil P
0
20
40
60
80
100
120
140
160
0 200 400 600 800 1000 1200 1400 1600 1800 2000
Citrate efflux (nmol/gFW/h)
P r
ate
re
qu
ire
d fo
r 9
0%
ma
x b
iom
ass
(kg
/ha
) SP50
SP100SP200
SP500SP1000
4.5 P rate required for 90% max biomass
0
20
40
60
80
100
120
140
160
180
0 500 1000 1500 2000Citrate efflux (nm/g/h)
Sorption = 50Sorption = 200Sorption = 500Sorption = 1000
(c) P Rate = 60 kg/ha
0
20
40
60
80
100
120
140
160
180
0 500 1000 1500 2000Citrate efflux (nm/g/h)
(b) P Rate = 40 kg/ha
0
20
40
60
80
100
120
140
160
180
0 500 1000 1500 2000Citrate efflux (nm/g/h)
P r
eco
very
(%
)
(a) P Rate = 20 kg/ha
4.6 P recovery
Outline of the presentation
1. APSIM and its capability to simulate crop response to soil P
2. Current understanding and available data on citrate release from plant roots and its impact on PUE
3. New model development to enable APSIM to simulate impact of citrate efflux on PUE
4. Simulated response of wheat growth and P uptake to citrate effluxes
5. Summary
5. Summary
Long-term effect is different from short-term effect, due to residual effect of applied P.
Major impact is to increase PUE of applied P fertilisers, because soil P reserve can be depleted in a relatively short time period.
P rate required to achieve maximum crop yield decreases with increasing citrate efflux from the roots.
The impact increases with soil P sorption capacity, decreases with P application rate.
Thank you