MATC58 - An Introduction to Mathematical Biology - Winter 2021
Info
Preliminary Course Outline (subject to revision)
The course structure will follow Linda Allen's An Introduction to Mathematical Biology, with supplements as appropriate from other sources.
- Ch 1: Linear difference equations
- Ch 2: Nonlinear difference equations
- Ch 3: Biological examples of difference equations
- Ch 4: Linear differential equations
- Ch 5: Nonlinear ordinary differential equations
- Ch 6: Biological examples of differential equations
Most of the focus will be on the methods (contained in chapters 1, 2, 4, and 5), with some examples drawn from chapters 3 and 6 as appropriate.
Class calendar and schedule
Note that the most recent list of videos will always be available on the Youtube playlist, especially if the links below are not active yet.
Session 1. Tuesday, January 12
Recommended reading: Allen Sections 1.1-1.2
What is mathematical biology? What are the tools used in modelling, understanding, and explaining biological systems? We will further give a high-level review of the taxonomy of difference equations and differential equations.
Then, we will break up into groups to try solving a few introductory problems, and then present them to the rest of class. Furthermore, we will do some problems you should remember how to do from MATB44.
Session 2. Thursday, January 14
Recommended reading: Allen Sections 1.3-1.4
First-order linear difference equations. Higher-order linear difference equations.
Session 3. Tuesday, January 19
Recommended reading: Allen Section 1.5
Systems of first-order linear difference equations.
- Vid 1.5a: Notes (first-order linear systems)
- Vid 1.5b: Notes (extended version of first-order linear systems)
- Vid X1: Doc link (tutorial on mathematical typesetting and document preparation using HackMD).
Session 4. Thursday, January 21
Recommended reading: Allen Sections 1.6-1.7
Leslie's age-structured model and Perron-Frobenius.
Session 5. Tuesday, January 26
Recommended reading: Allen Sections 2.1-2.3
Nonlinear difference equations and local stability of first-order equations
- Vid 2.2a: Notes (Intro to nonlinear difference equations)
- Vid 2.2b: Notes (Extended version of intro to nonlinear difference equations
- Vid 2.3a: Notes (Local stability of first order equations)
- Vid 2.3b: Notes (Extended version of local stability of first order equations
Session 6. Thursday, January 28
Recommended reading: Allen Sections 2.3-2.4
Nonhyperbolic equations and cobwebbing of both nonlinear functions and periodic solutions
Session 7. Tuesday, February 2
Recommended reading: Allen sections 2.5-2.6
Globally stable equilibria and the approximate logistic difference equation
Session 8. Thursday, Feburary 4
Recommended reading: Allen section 2.7
Bifurcation theory
Session 9. Tuesday, February 8
Recommended reading: Allen sections 2.7-2.9
Liapunov exponents and stability of first-order systems
- Vid 2.7c: Notes (Liapunov exponents)
- Vid 2.7d: Notes (Liapunov exponents (2nd look with example)
- Vid 2.8a: Notes (stability in first-order systems and theory of jury conditions)
- Vid 2.8b: Notes (extended version of stability in first-order systems and proof of jury condition for n=2)
Session 10. Thursday, February 10
Recommended reading: Allen section 2.10, the news
SIR epidemic model (as a difference equation model). Note that today there's only a single video because we covered only one topic in depth. There's also no separation of theory and application, because the entire lecture is an application of mathematical theory we've already learned in previous videos.
Session 11. Tuesday, February 23
Recommended reading: Allen sections 3.7 and 3.9
Population genetics and Hardy-Weinberg equilibrium. SIR epidemic model with vaccines, specifically for measles.
Session 12. Thursday, February 25
Midterm review
Please look over practice problems on Quercus before class.
Session 13. Tuesday, March 02
Midterm!
Session 14. Thursday, March 04
Recommended reading: Allen sections 4.1-4.4
Review of ODEs, integrating factors, characteristic polynomials, and linear constant coefficient ODEs
- Vid 4.2: Notes (Autonomous, linear, homogeneous definitions)
- Vid 4.3-4.4: Notes (How to solve linear ODEs, especially with constant coefficients)
Session 15. Tuesday, March 08
Recommended reading: Allen sections 4.5, 4.6, 4.7, 4.9
Routh-Hurwitz criteria, first-order linear systems of ODEs, Gershgorin circle theorem
Session 16. Thursday, March 11
Recommended reading: Allen section 4.8
Phase plane analysis via the eigenvalues, trace, and determinant of a 2x2 matrix.
Session 17. Tuesday, March 16
Recommended reading: Allen sections 4.10, 4.15
The matrix exponential and a linear pharmacokinetics model.
Session 18. Thursday, March 18
Recommended reading: Allen sections 5.1-5.4
Nonlinear ODEs, local stability, and population growth models
Session 19. Tuesday, March 23
Recommended reading: Allen sections 5.5-5.6
Linearlization of systems of ODEs. Nonlinear phase-plane analysis using nullclines.
- Vid 5.5a: Notes (theory of linearization of first order systems and local stability analysis)
- Vid 5.5b: Notes (example of linearization of first order systems and local stability analysis)
- Vid 5.6: Notes (phase plane analysis using nullclines)
Session 20. Thursday, March 25
Recommended reading: Allen section 5.7. Strogatz section 7.3.
Periodic solutions and Poincare-Bendixson Theorem
Session 21. Tuesday, March 29
Recommended reading: Allen sections 5.8, 5.10
Bifurcations (including Hopf bifurcation) and qualitative matrix stability
Session 22. Thursday, March 31
Recommended reading: Allen section 5.11
Global stability of systems of differential equations and Liapunov functions
Session 23. Tuesday, April 5
Recommended reading: Allen section 6.8
Epidemic modelling using compartmentalized ODE systems
Session 24. Thursday, April 7
Student presentations!
Final Examination. Friday, April 23, 8am
Will be proctored over Zoom and Crowdmark. You are allowed a single double-sided 8.5"x11" handwritten cheat sheet, which you must send to me before class. There will be no other outside materials allowed.