Presentation Transcript
Daisy : Daisy Basic modelling concepts
Søren Hansen
The Royal Veterinary and Agricultural University
Department of Agricultural Sciences
Laboratory for Agrohydrology and Bioclimatology
Højbakkegård Allé 9
Dk-2630 Taastrup
Denmark
Braunschweig workshop Validation of agro-ecosystem modelsA comparison of results of different models applied to the same datasets : Braunschweig workshop Validation of agro-ecosystem models A comparison of results of different models applied to the same datasets The simulation results obtained from 19 participants of the workshop “Validation of Agro-ecosystem Models” were compared and discussed. Although all models were applied to the same data set, the results differ significantly. From the results it can be concluded that the experience of a scientist applying a model is as important as the difference between various model approaches. Only one model simulated all main processes like water dynamics, plant growth and nitrogen dynamics with the same quality, the others are able to reproduce the measured dynamic only in part.
Diekkrüger et al., Ecological Modelling 1995.
Slide3 : Macropores Pesticide Macropores Nitrate Macropores Ammonium Macropores Organic Matter Macropores Heat Soil matrix Macropores Water Soil
Uptake
Turnover
Sorption
Transport
Phase change Bioclimate
SVAT
Light distribution
Interception
Snow accumulation Vegetation
Growth
Photosynthesis
Respiration
Uptake DAISY
Simulation
Model Numeric layer Soil Data
Vegetation
Data Weather Data
Management
Data
Weather Data – Daily Values : Weather Data – Daily Values Minimum Dataset (Makkink equation)
Global radiation
Air temperature
Precipitation
Additional data
Reference Evapotranspiration Full Dataset (FAO-Penman-Montheith)
Global radiation
Air temperature
Humidity
Wind speed
Precipitation
Weather Data – Hourly Values : Weather Data – Hourly Values Full Dataset (Sparse Canopy – Shuttleworth & Wallace)
Global radiation
Air temperature
Humidity
Wind speed
Precipitation
Additional data
Ref. Evap.
Slide6 : Precipitation & Irrigation Snowpack Intercepted water Snow fall Rain fall Ponded water Percolation Throughfall Infiltration Soil Evaporation Transpiration Evaporation Evaporation Evaporation Percolation Soil water Capillary rise
Potential Evapotranspiration : Potential Evapotranspiration crop factor and reference evapotranspiration
crop factor as function of time (Feddes, 1987)
crop factor as function of development state (Allen et al.,1998)
Crop factor, kc (Feddes, 1987) : Crop factor, kc (Feddes, 1987)
† Short grass 5-15 cm (Grass 15-25 cm, kc=1.1)
Slide9 : Snowpack
Solid water
in
snowpack Liquid water
in
snowpack Melting Freezing Precipitation Percolation Rain fall Snow fall Sublimation Evaporation
Soil Water Processes : Soil Water Processes Soil Water: θ, h, K Soil Water: θ, h, K Soil Water: θ, h, K
Daisy Carbon Flow Model : Harvest Photosynthesis Plant
Respiration Yield Soil Carbon Residue Incorporation
Rhizodeposition Organic
Fertilizer
Carbon Soil Microbial
Respiration Crop Carbon Soil Carbon Daisy Carbon Flow Model
Slide13 : AOM
AOM
SMB
SOM N
N
C Recalcitrant C C C N
N
C-AOM1 C-SOM1 C-SOM2 N
N
NH4, NO3 C-AOM2 CO2 C-SMB2 Structural Metabolic C-SMB1
Nitrogen Processes : Nitrogen Processes NH4+ NO3- Nitrification Org-N Plant-N Uptake
Nitrogen Processesin a soil layer : Nitrogen Processes in a soil layer NH4+ NO3- Nitrification Org-N Root-N Uptake Immobil. NH4+ Transport NO3- Transport Net-
Mineralization Uptake NO3- Transport Denitrification Rhizodeposition NH4+ Transport
Slide16 : Daisy Crop Model Many parametres are a
function of the
development stage (DS)
Development stage (DS) : Development stage (DS) DS phases
Emergence phase (sowing/planting to emergence)
DS in the interval –1 to 0
Vegetative phase
DS in the interval 0 to 1
Reproductive phase
DS in the interval 1 to 2
Development stage (DS)Emergence phase : Development stage (DS) Emergence phase Temperature sum model
Parameters
Soil temperature threshold
Soil temperature sum at emergence
Development stage (DS)Vegetative phase : Development stage (DS) Vegetative phase Temperature sum model
Default model
Parameters
Development rate [day-1]
Temperature effect
Photoperiod effect
Development stage (DS)Reproductive phase : Development stage (DS) Reproductive phase Temperature sum model
Default model
Parameters
Development rate [day-1]
Temperature effect
Crop Photosynthesis : Crop Photosynthesis Light Distribution
Leaf area distribution of individual crops
Composite canopy
Distribution of absorbed PAR
Beers’ law
Partitioning of distributed absorbed PAR among crops
Crop Photosynthesis : Crop Photosynthesis Light response curve
Intensity of absorbed PAR, Sa
Temperature effect
Senescence
Water and Nitrogen Stress
Crop Photosynthesis : Crop Photosynthesis Canopy photosynthesis
Integration over the canopy
Where L is the LAI accumulated from the top of the canopy
Maintenance Respiration : Maintenance Respiration Maintenance Respiration
Root
Leaf
Stem
Storage organ (grain)
Total maintenance Respiration
Partitioning : Partitioning Allocation of assimilates to:
Root
Leaf
Stem
Storage Organs (Grain) Grain Root Shoot Leaf Stem
Growth Respiration : Growth Respiration Conversion Efficiency
Growth respiration (CO2-evolution)
Simple biochemical analysis (Vertregt & Penning de Vries, 1987)
Leaf Stem
LAI development : LAI development Leaf weight
Specific leaf area
LAI-modifier (function of development stage)
Crop Nitrogen Relations : Crop Nitrogen Relations Maximum N content (uptake)
Critical N content (production)
Minimum N content, Non functional limit (production)
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