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Activity 4.4.2

Avg difficulty 2.5

Suppose we have two species RR and SS that interact with each another and that we record the change in their populations from year to year. When we begin our study, the populations, measured in thousands, are R0R_0 and S0S_0; after kk years, the populations are RkR_k and SkS_k.

If we know the populations in one year, suppose that the populations in the following year are determined by the expressions Rk+1=0.9Rk+0.8SkSk+1=0.2Rk+0.9Sk.\begin{aligned} R_{k+1} & {}={} 0.9 R_k + 0.8 S_k \\ S_{k+1} & {}={} 0.2 R_k + 0.9 S_k\text{.} \\ \end{aligned} This is an example of a mutually beneficial relationship between two species. If species SS is not present, then Rk+1=0.9RkR_{k+1} = 0.9R_k, which means that the population of species RR decreases every year. However, species RR benefits from the presence of species SS, which helps RR to grow by 80% of the population of species SS. In the same way, SS benefits from the presence of RR.

We will record the populations in a vector xk=[RkSk]\xvec_k = \twovec{R_k}{S_k} and note that xk+1=Axk\xvec_{k+1} = A\xvec_k where A=[0.90.80.20.9]A = \left[\begin{array}{rr} 0.9 & 0.8 \\ 0.2 & 0.9 \\ \end{array}\right].

  1. Verify that v1=[21],v2=[−21]\vvec_1=\twovec{2}{1},\qquad \vvec_2=\twovec{-2}{1} are eigenvectors of AA and find their respective eigenvalues.

  2. Suppose that initially x0=[23]\xvec_0 = \twovec{2}{3}. Write x0\xvec_0 as a linear combination of the eigenvectors v1\vvec_1 and v2\vvec_2.

  3. Write the vectors x1\xvec_1, x2\xvec_2, and x3\xvec_3 as linear combinations of the eigenvectors v1\vvec_1 and v2\vvec_2.

  4. What happens to xk\xvec_k after a very long time?

  5. When kk becomes very large, what happens to the ratio of the populations Rk/SkR_k/S_k?

  6. After a very long time, by approximately what factor does the population of RR grow every year? By approximately what factor does the population of SS grow every year?

  7. If we begin instead with x0=[44]\xvec_0 = \twovec{4}{4}, what eventually happens to the ratio Rk/SkR_k/S_k as kk becomes very large?

Austin, Understanding Linear Algebra, §4.4 Dynamical systems, Activity 4.4.2

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Adapted from Understanding Linear Algebra © 2023 David Austin. Licensed under CC BY 4.0. Source: Understanding Linear Algebra. Imported at revision 3e6dced.