Detailed Course Outline
- Introduction (lectures 1–2)
- Aim and history lecture 1
- A few simple examples
- What is a model lecture 2
- The process of mathematical modeling
- Model classification (some additional materials on mixture)
- Optimization models (lectures 3–4)
- Introduction lecture 3
- One variable optimization (some additional materials on population)
- Multivariable optimization lecture 4
- Computational methods for optimization (some materials on simplex method 1, 2)
- Discrete models (lecture 5 )
- Introuction lecture 5
- World population growth — data snooping
- Linear models
- Logistic models (some additional materials)
- Two theorems on stability
- Continuous models (lectures 6–10)
- Introduction lecture 6
- One variable models lecture 7
- Nondimensionlization lecture 8 (some additional materials on nondimensionlization)
- Methods for solving first order ODEs
- Equilibrium and stability lecture 9 (some additional materials on stability )
- Bifurcation
- Numerical methods (some additional materials)
- Multivariable models lecture 10 (some additional materials)
- Probability models (lecture 11)
- Introduction lecture 11
- Discrete probability models
- Continuous probability models
- Models for population (lecture 12)
- Introduction lecture 12
- Population model: Malthus model
- Population growth: Logistic model
- Harvesting
- Population of interacting species: Lotka-Volterra systems (some additional materials)
- Age-dependent population models
- Models for wave and oscillations (lectures 13-14)
- Introduction lecture 13
- Variable gravitational acceleration
- The pendulum without damping (some additional materials)
- The pendulum with damping
- Mechanical vibrations lecture 14
- Methods for solving second order ODEs
- Numerical methods
- More applications of mathematical modeling (lectures 15 –16)
- In chemistry lecture 15 (some materials on chemistry reaction)
- In biology lecture 16
- In engineering lecture 17 (some materials on designing a pneumatic pump)
- In political sciences
- In business
- In social sciences
- Review