Mathematical methods of biological processes: Math 484/684
This course provides an introduction to mathematical methods in biology.
In particular, the elements of the dynamical systems theory will be presented.
The focus is on development of the pertinent mathematical theory, and the
biological applications are used mainly to illustrate mathematical concepts.
Mathematical modeling in biology requires a wide variety of mathematical tools. One of
the main such tools is the dynamical systems theory. Therefore, the main objective of
the course is to learn the basics of the mathematical theory of deterministic dynamical
systems. The biological applications will serve to motivate and illustrate mathematical
techniques presented in the course. I tentatively plan to include the following topics (the last two if time permits):
- Mathematical models of the population growth. Quantitative (or geometric) theory
of ordinary differential equations (ODE). Phase space, orbits, equilibria, stability.
Elementary bifurcations. Biological application: Why do insects have population
- Mathematical models of interacting species. Phase portraits. Stability by linearization.
Types of ecological interactions. Stability and Lyapunov functions. Limit cycles. Bendixson-Poincare
theory. Biological application: Why do predators and prey sometimes exhibit periodic oscillations?
- Discrete dynamical systems. Maps from R to R. Discrete dynamical system.
Orbits, equilibria, periodic points. Logistic equation and chaos. Bifurcations.
Lyapunov exponents. Discrete and continuous dynamical systems. Biological application: Do insect populations exhibit chaos?
- Modeling the age heterogeneities. Linear discrete dynamical systems. Perron-Frobenius
theory and nonnegative matrices. Biological application: Do we have a
fundamental theorem in demography?
- Evolutionary game theory. Classical game theory, Nash equilibria. Evolutionary
game theory and the replicator equation. Biological application: How do altruists
- Modeling the space heterogeneities. Random walk and diffusion equation. Traveling
wave solutions. Reaction-diffusion systems. Biological application: How big
does an island have to be to support a population?
- Classes: MWF 2:00pm-2:50pm, NDSU Ladd Hall Room 114
- Office hours: MWF 9:00am-10:00am (Minard 408E22)
- Detailed lecture notes will be provided.
Two very good, but non necessary sources of the material are
- Linda J. S. Allen. An Introduction to Mathematical Biology, Pearson, 2007 (Amazon)
- Steven H. Strogatz, Nonlinear Dynamics and Chaos: With Applications to Physics, Biology, Chemistry, and Engineering, Westview Press, 2014, Second edition (the first edition will also work) (Amazon)
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