COURSES

-> About this Resource
Scope *______
Map *____

-> Preliminary Courses
Contents & Objectives *__________________
Map *____
-> Botany
Contents & Objectives *__________________
Map *____
-> Axis Typology Patterns
Typology basis *___________
Pictograms *_________
Sexuality & development *___________________
Growth *______
Branching rhythms *______________
Branching delays *_____________
Branching positional *________________
Branching arrangement *__________________
Axis orientation *_____________
Architectural models *________________
-> Architectural Unit
About Arc. Models *______________
Models limitations *______________
Architectural Units *______________
Reiteration *_________
Sequence of development *___________________
Morphogenetic gradients *___________________
Physiological age *_____________
-> An Example
Wild Cherry (young) *_______________
Wild Cherry (adult) *______________
Wild Cherry (mature) *________________
Quiz *____
Case study Quiz *_____________
Supplementary resources *____________________

-> Eco-Physiology
Contents & Objectives *__________________
Map *____
-> Growth Factors
Factors affecting Growth *___________________
Endogenous Processes *_________________
Environmental Factors *_________________
Thermal Time *___________
-> Light interaction
P.A.R. *_____
Light absorption *_____________
Photosynthesis *___________
Respiration *_________
Maintenance respiration *__________________
L.U.E. Model *__________
Density effect *___________
Density effect on crop *__________________
-> Biomass
Biomass Pool *__________
Biomass Partitioning *_______________
Crop models *__________
A Crop model example *__________________
Quiz *____
Supplementary resources *___________________

-> Applied Mathematics
Contents & Objectives *__________________
Map *____
-> Probabilities
Section contents *____________
Discrete Random Variable *___________________
Expected value, Variance *___________________
Properties *________
-> Useful Laws
Bernoulli Trials *___________
Binomial Law *__________
Geometric Law *____________
Negative Binomial Law *_________________
-> Dynamic systems
Section contents *_____________
Useful functions *____________
Beta density *__________
Exercises *________
Negative Exponential *________________
Systems functions *______________
Discrete dynamic systems *___________________
Parameter Identification *__________________
Parameter estimation *________________
Supplementary Resources *____________________


-> GreenLab courses
GreenLab presentation *__________________
-> Overview
Presentation & Objectives *____________________
Map *____
Growth and components *___________________
Plant architecture *_______________
Biomass production *________________
Modelling - FSPM *______________
GreenLab principles *________________
Applications *__________
Supplementary resources *_____________________
-> Principles
Presentation & Objectives *____________________
Map *____
-> About modelling
Scientific disciplines *________________
Organs: tree components *___________________
Factors affecting growth *___________________
Model-simulation workflow *____________________
GreenLab inherits from *__________________
GreenLab positioning *_________________
The growth cycle *______________
Inside the growth cycle *___________________
Implementations *______________
Supplementary resources *____________________
-> Development
Presentation & Objectives *____________________
Map *____
Modelling Scheme *______________
Tree traversal modes *________________
-> Stochastic modelling
Principles *_______
-> Development
Growth Rhythm *____________
Damped growth *____________
Viability *______
Rhythmic axis *___________
Branching *________
Stochastic automaton *_________________
-> Organogenesis equations
Principles *_______
Organ cohorts *___________
Organ numbering *_____________
Substructure factorization *____________________
Stochastic case *____________
-> Structure construction
Construction modes *_______________
Construction basis *______________
Axis of development *________________
Stochastic reconstruction *___________________
Implicit construction *________________
Explicit construction *________________
3D construction *____________
Supplementary resources *____________________
-> Production-Expansion
Presentation & Objectives *____________________
Map *____
-> EcoPhysiology reminders
Relevant concepts *______________
Temperature *__________
Light interception *______________
Photosynthesis *___________
Biomass common pool *_________________
Density *______
-> Principals
Growth cycle *__________
Refining PbMs *___________
Organ cohorts *___________
GreenLab vs PbM & FSPM *___________________
-> GreenLab's equations
Summary *_______
Production equation *_______________
Plant demand *__________
Organ dimensions *______________
A dynamic system view *__________________
Equation terms *____________
Full Model *________
Model behaviour *______________
Supplementary resources *____________________
-> Applications
Presentation & Objectives *____________________
Map *____
-> Measurements
Agronomic traits *_____________
Mesurable/hidden param. *___________________
Fitting procedure *______________
-> Fitting structure
Principles *_______
-> Development
Simple development *_______________
Damped growth *____________
Rhythmic growth *_____________
Rhythmic growth samples *___________________
Mortality *_______
Branching *________
-> Crown analysis
Analysis principles *______________
Equations *________
Example / Exercise *_______________
-> Case study
Plant Architecture *______________
Development simulation *__________________
Introducing Biomass *_______________
Biomass partitioning *_______________
Equilibrium state *_____________
Supplementary resources *____________________

-> Tools (software)
Presentation & Objectives *_____________________
Map *____
Fitting, Stats *___________
Simulation *_________
Online tools *__________

GreenLab Course

Overview      GreenLab Overview Course See (print) full section in pdf


Overview presentation

Plant structure and production models offer a wide range of applications from 3D representation to crop optimizing.

    Plants grow slowly and they seem frozen in their architecture.
    By modelling the development of their structure and the growth of their organs, by simulating them on computers, we can grasp these dynamics and predict and optimize plant production.

      3D real time landview
      Real-time 3D landscape mock-up produced by the LandSim3D® tool (BIONATICS SA) with IGN BDTopo® and BDOrtho® data, and the AMAP virtual plant generator. (© Bionatics and IGN).
        To simulate virtual plants, computer models can be defined from botanical studies, and introduced in virtual landscapes with automated planting software tools.
        By introducing the basis of eco-physiology and agronomy, it is possible to differenciate growth simulation according to environmental conditions, such as temperature and light availability.

    This section provides an overview of such approaches, highlighting the following aspects:

    • Plant growth results from two processes: establishment of the structure (plant architecture), and the increase in size of its components (biomass production).

    • The structure is established by way of a space conquering strategy, which can be described by botanical architectural concepts and simulated by computerized rules.

    • Biomass production results from leaf functioning and can be modelled by compartment dynamic models.

    • Modelling both structural and functional aspects defines structural functional models.

    • In the GreenLab model, for each growth cycle the organs compete for biomass stored in a common pool.
      All organs of the same age and same morphological stage share the same fate.
      This model can thus be efficiently factorized, expressed by mathematical equations, and can then be easily reversed.

    • A wide range of applications may arise from structural functional plant models:
      - from simple 3D representations derived from computational approaches
      - to agronomic optimization, using model reversion.

Course Objectives

    The aim of this course is to enable students to:

    • Discover plant growth structural and functional modelling and its interests

    • Understand that plant growth reflects both structure establishment and biomass production

    • Learn that structure establishment can be modelled from botanical architectural concepts

    • Learn that biomass production can be modelled from eco-physiological concepts

    • Understand that, under specific hypotheses, mathematical factorization can be used to model structure and biomass production

    • See that plant structural functional models range from simple simulation outputs (3D plant representations) to complex model inversion (agronomic optimization).