/ETHZQuantMethods

Course materials for demographic structure module (2017 Quantitative Methods at ETH Zurich)

Primary LanguageHTML

ETHZQuantMethods

Course materials for the demographic structure module (2017 Quantitative Methods at ETH Zurich).

This 3-week module introduces structured population models and explores the unique dynamics that arise when individuals are not demographically identical.

Key concepts:

  • Individual variation
  • Population dynamics
  • Density- and frequency-dependence
  • Optimization of life history

Tools:

  • Matrix population models (biology -> model -> analysis)
  • Sensitivity analysis
  • Differential equations

25 April 2017: Introduction to matrix population models

Instructor: Will Petry

  1. Lecture (30-45 min)
    • What is population structure?
      • N1 = rN0
      • Demographic differences between life stages
      • Biological examples
    • Mapping life cycles to transition matrices
      • Drawing life cylces for different organisms
      • EX: drawing life cycles
      • From life cycle to matrix model
      • EX: converting life cylces <--> matrix models
    • Basic analysis of matrix population models
      • Matrix multiplication with population vector
      • P + F = T
      • Ergodic equilibria
      • [Eigenvalues]
      • [Transient dynamics]
  2. Demonstration of Shiny app
  3. Exercises
    • Density-independence
    • Gestalt feel for sensitivity/elasticity

2 May 2017: Sex-structured population models, nonlinearities, and dynamic equilibria

Instructors: Will Petry & Chris Johnson

  1. Lecture, part 1 (20 min)
    • Adding multiple structuring variables (sex as a case study)
    • EX:
    • Paradox of two models
  2. Exploration of two-sex model Shiny app
  3. Analyses of non-linear matrix population models
  4. Lecture, part 2
    • Differential equations
    • Oscillations/dynamic equilibria

9 May 2017: Environmental sensitivity of demographic rates

Instructor: Chris Johnson

  1. Lecture
    • Vital rate responses to temperature
    • Multivariate optimization of fitness components

References

  • Caswell, H. (2001). Matrix population models. John Wiley & Sons, Ltd., Chicago.