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Models of farms and their application

             Daniel Rodriguez
A complex system




                   Rodriguez and Sadras, 2011
Household Modelling
For the sustainable intensification of agriculture

Human dimensions
 Household surveys and typologies,     Understanding vulnerabilities:
 interviews, and discussion groups     identifying priorities and
                                       options



Uncertainties (unknowns)
Strategic: Sensitivity and scenario   Increased preparedness,
analyses, use of downscaled GCMs      increased resilience and
                                      profitability




Risks (known unknowns)
Tactical: What if?                    Improved risk management
                                      through the relevant use of
                                      forecasting tools
Participatory whole farm
modelling
                                                 Diagnosis and evaluation


                               Describe, current                   Explain, current farmer’s
Supporting implementation




                            production systems and                  decision on resource
                                their problems                       allocation and their
                                                                        consequences




                                                                                                Social desirability
                                   Design, new
                                                                       Explore, options for
                              management systems
                                                                       agro-technological
                                that contribute to
                                                                     improvement in face of
                            increasing resilience and
                                                                    possible future scenarios
                            profitability in agriculture

                              Ex-ante understanding, impacts, performances & trade offs
Representing complex systems
                     Acceptance       State contingent
                    Functional    Dynamic
    Scenario and                                      Linear
     sensitivity                                   programing
      analyses

    Deterministic                             Stochastic Variable
                                                      environment
Evolutionary
approaches                                           What if?
                                  Empirical          questions
                     Static
Data availability / level of ignorance
How optimum is optimum enough?



 “…In my judgment, farmers' decisions made in this ad hoc
  way are usually very good. They are not perfect (farmers
     are human!) but they are usually near enough…”
                       David Pannell



   So, what is the fuss about optimization?
Trade-offs

      Alternative farming systems           • Practices
                                                 •   Tillage & ground cover
                                                 •   Moisture seeking
Objective 1
                                            • Tactics
                      More of 1   More of        •   Planting rules
                                   both          •   Soil water thresholds
                                                 •   Crop sequences & intensity
                                                 •   Long fallowing
          Less of 2
                                                 •   Forage conservation

                                            • Strategies
                                                 •   Crop selection (winter / summer)
                                                 •   Water allocations
                                                 •   Land allocations
                                                 •   Cropping / grazing mix
                           Objective 2
                                            •   Farmers’ preference
                                                 •   Risk preference & its trade offs
                                                 •   Plastic vs rigid
Thanks

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Models of farms and their application. Daniel Rodriguez

  • 1. Models of farms and their application Daniel Rodriguez
  • 2. A complex system Rodriguez and Sadras, 2011
  • 3. Household Modelling For the sustainable intensification of agriculture Human dimensions Household surveys and typologies, Understanding vulnerabilities: interviews, and discussion groups identifying priorities and options Uncertainties (unknowns) Strategic: Sensitivity and scenario Increased preparedness, analyses, use of downscaled GCMs increased resilience and profitability Risks (known unknowns) Tactical: What if? Improved risk management through the relevant use of forecasting tools
  • 4. Participatory whole farm modelling Diagnosis and evaluation Describe, current Explain, current farmer’s Supporting implementation production systems and decision on resource their problems allocation and their consequences Social desirability Design, new Explore, options for management systems agro-technological that contribute to improvement in face of increasing resilience and possible future scenarios profitability in agriculture Ex-ante understanding, impacts, performances & trade offs
  • 5. Representing complex systems Acceptance State contingent Functional Dynamic Scenario and Linear sensitivity programing analyses Deterministic Stochastic Variable environment Evolutionary approaches What if? Empirical questions Static Data availability / level of ignorance
  • 6. How optimum is optimum enough? “…In my judgment, farmers' decisions made in this ad hoc way are usually very good. They are not perfect (farmers are human!) but they are usually near enough…” David Pannell So, what is the fuss about optimization?
  • 7. Trade-offs Alternative farming systems • Practices • Tillage & ground cover • Moisture seeking Objective 1 • Tactics More of 1 More of • Planting rules both • Soil water thresholds • Crop sequences & intensity • Long fallowing Less of 2 • Forage conservation • Strategies • Crop selection (winter / summer) • Water allocations • Land allocations • Cropping / grazing mix Objective 2 • Farmers’ preference • Risk preference & its trade offs • Plastic vs rigid

Notas do Editor

  1. Increase our (both researchers and the farming community) understanding (...we are all learning...) on what is changing and what are the likely consequences if those changes would persistWork with our farmers and agronomists towards reducing their exposure to change (now and the next 5-10 years), by increasing our understanding on what farming systems are more profitable and less riskySmall number of representative future climates
  2. The past 10 years brought a flurry of farm scale models to understand resource management at this level, which is seen as relevant compared to a sole focus on the field scale, certainly in mixed or specialized animal production systems. Different types of models have been developed: static versus dynamic, summary versus detailed (mechanistic?), goal-oriented versus process-based, geared to evaluation of a single system versus assessment of multiple alternative systems to assess trade-offs among goals. Questions would include: relation between choice of modelling method and specific setting (data availability, goals of study), types of results generated (scenarios, trade-offs, blueprints), which kinds of system delimitations and interrelations among components, how much detail is required, etc.