Models and Vectorfields: a nonlinear example in 1D
Summary
- Let’s go back to the world’s simplest model \( X' = bX \), where \( b\) is the (positive) per capita growth rate of the population. The population grows without bound, to infinity.
- If we just look at the vector field, we see why. The change vectors get bigger and bigger in direct proportion to \( X \).
- but that’s absurd. So what would a more reasonable model look like? The concept of “carrying capacity” leads us to a nonlinear model $$ X' = bX\times \left(1-\dfrac{X}{k} \right) $$
- here the change arrows point to the right (increasing) for all \( X < k \), and point to the left (decreasing) for \(X > k\).
- This results in the population approaching the limiting value of \( X = k \) for all non-zero initial conditions.