nitrogen-limited production
TRANSCRIPT
-
8/8/2019 Nitrogen-limited production
1/24
PRINCIPLES OF CROP GROWTH
SIMULATION MODELLING
Nitrogen-limited production
-
8/8/2019 Nitrogen-limited production
2/24
The Rice System and boundary at field level
Radiation, CO2 O2
Nitrogen
Temperature,
Soil N uptake
-
8/8/2019 Nitrogen-limited production
3/24
-
8/8/2019 Nitrogen-limited production
4/24
I. N demand by crop
-
8/8/2019 Nitrogen-limited production
5/24
0
0.01
0.02
0.03
0.04
0.05
0.06
0 0.5 1 1.5 2
Fr ( 1 dr matter)
Development stage ( )
seedbed
NMAXL
NMINL
Basic assumption:
crop strives towards maximal N content
-
8/8/2019 Nitrogen-limited production
6/24
Stem N content }
50% leaf N content
-
8/8/2019 Nitrogen-limited production
7/24
0.0
0.5
1.0
1.5
2.0
0 50 100 150 200 250
i a icle at har est (%)
i cr atfl weri (k ha1
)
Pa icle c te t = f( i cr atfl weri )
-
8/8/2019 Nitrogen-limited production
8/24
1. Daily potential N demand by leaves (NDleaf):
NDleaf= N%max(Wleaf+HWleaf) - Nleaf(kg N ha-1 d-1)
2. Daily potential N demand by crop (NDcrop):
NDcrop = NDleaf+ NDstem + NDpanicle (kg N ha-1 d-1)
Translocation
3. Daily maximum N uptake by crop isphysiologically limited: max is 8 kg N ha-1 d-1
=> Potential N uptake = minimum(NDcrop,8)
-
8/8/2019 Nitrogen-limited production
9/24
I. N availability in the soil
-
8/8/2019 Nitrogen-limited production
10/24
Indigenous soil N supply
Mineralization (SOM turnover)
N in rain
Biological N fixation
In ORYZA2000: no dynamic soil N modelling
Soil N supply estimated from :
1. (total N uptake in 0-N trials )/duration2. fine-tuning by model calibration
At IRRI: Soil N supply 0.5-0.8 kg N ha-1 d-1
-
8/8/2019 Nitrogen-limited production
11/24
Fertilizer N supply
Fertilizer application x recovery fraction
Recovery fraction is calculated from
experiments
Aggarwal et al., 1997
Pengand Cassman, 1998
1
3
4
6
7
9
1
1 1
Development stage
PI Flowering Maturity
-
8/8/2019 Nitrogen-limited production
12/24
Total soil N availability
1. Indigenous soil N supply
+
2. Fertilizer application x recovery fraction
Unrecovered fertilizer N is either lost orcarried over to next seasons crop
-
8/8/2019 Nitrogen-limited production
13/24
III. Nitrogen-driven crop growth
-
8/8/2019 Nitrogen-limited production
14/24
Actual N uptake
= minimum (demand, supply)
Crop N demand
Soil N supply
(indigenous + fertilizer)
Actual crop N uptake
-
8/8/2019 Nitrogen-limited production
15/24
Soil
Stem
Leaf
Panicle
Nuptake
N translocation
N loss
N redistribution
-
8/8/2019 Nitrogen-limited production
16/24
Effect of N in crop on growth
1. Leaf photosynthesisVan Keulen and
Seligman, 1987
In ORYZA2000:Adapted based on
ShaobingPengdata
-
8/8/2019 Nitrogen-limited production
17/24
2. Leaf expansion rate
3. Accelerated leaf death rate
Leaf expansion reduction factor=
f(actual N% leaf, maximum N% leaf)
Accelerated leaf leaf death factor=
f(actual N crop, maximum N crop)
-
8/8/2019 Nitrogen-limited production
18/24
Photosynthesis
Assimilatepool
Biomass
Roots
Developmentstage
Maintenancerespiration
Growthrespiration
Partitioning
Development
rate
Light
y
LAI N
Leaves N
Stems N
Panicles N
Soil Navailable
Stem Nuptake
Net fertilizer N
supply
Indigenoussoil N
Leaves N
uptake
Crop model
Nitrogen-limited
Production
-
8/8/2019 Nitrogen-limited production
19/24
Input
1. Weather data: daily temperature, radiation
=> Weather data file
2. Management, additional:fertilizer Napplication, fertilizer N recovery, soil N supply
=> Experiment data file
3. Crop characteristics, additional:Max and min N
contents of organs, Max N uptake, etc
=> Crop data file
-
8/8/2019 Nitrogen-limited production
20/24
Experimental data file
*--------------------------------------------------------------------*
* 6. Nitrogen parameters *
*--------------------------------------------------------------------*
SOILSP = 0.8 ! Indigenous soil N supply (kg N/ha/d) (0.8)
* Table of fertilizer rate (kg N/ha) (second column) versus days after sowing
* in the seed-bed (!) (first column)
FERTIL =
0., 0.,
11., 0.,
12., 60.,
13., 0.,
29., 0.,30., 60.,
31., 0.,
66., 0.,
67., 60.,
68., 0.,
94., 0.,
95., 45.,
96., 0.,
366., 0.
* Table of recovery fraction of Nitrogen in the soil (-) second column
* versus development stage (DVS) (first column) STANDARD VALUE
RECNIT =
0.0, 0.30,
0.2, 0.35,
0.4, 0.50,
0.8, 0.75,
1.0, 0.75,
2.5, 0.75
-
8/8/2019 Nitrogen-limited production
21/24
Output
Time course of leaf area index, biomass
of various crop organs Time course of crop N contents and
crop N uptake
Yield, yield components
-
8/8/2019 Nitrogen-limited production
22/24
IR 2, Los Baos
Dry season 1992
0
2000
4000
6000
8000
10000
12000
14000
16000
18000
0 10 20 30 40 50 60 70 80 90 100 110 1 20
TIME
0
1
2
3
4
5
6
7
0 10 20 30 40 50 60 70 80 90 100 110 1 20
TIME
Leaf Area
Index
0
2000
4000
6000
8000
10000
12000
14000
16000
18000
0 10 20 3 0 40 50 6 0 70 80 9 0 1 00 110 1 20
T I M E
Total
Panicle
Leaves
Biomass
225 kg N ha-1
0 kg N ha-1
-
8/8/2019 Nitrogen-limited production
23/24
0.00
0.01
0.02
0.03
0.04
0.05
0 . 0 0 . 1 0 . 2 0 . 3 0 . 4 0 . 5 0 . 6 0 . 7 0 . 8 0 . 9 1 . 0 1 . 1 1 . 2 1 . 3 1 . 4 1 . 5 1 . 6 1 . 7 1 . 8 1 . 9 2 . 0
DVS
0.00
0.01
0.02
0.03
0.04
0.05
0 . 0 0 . 1 0 . 2 0 . 3 0 . 4 0 . 5 0 . 6 0 . 7 0 . 8 0 .9 1 . 0 1 . 1 1 . 2 1 . 3 1 . 4 1 . 5 1 . 6 1 . 7 1 . 8 1 . 9 2 . 0
DVS
225 kg N ha-1
0 kg N ha-1
Fraction leaf N ( kg kg1)
Development stage
Nmax
Nmin
Nmax
Nmin
N content
in leaves
-
8/8/2019 Nitrogen-limited production
24/24
N uptake (kg/ ha)N supply (kg/ ha)
Y eld (kg/ ha)
N supply (kg/ ha)
400 300
11
40 0
yObserved
o S mulated
IR 2; 1993 DS
17 treatments
0-400 kg N ha-1
D fferent splits