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Exercise 10

Avg difficulty 2.5

Suppose we have two species, PP and QQ, where species PP preys on QQ. Their populations, in millions, in year kk are denoted by PkP_k and QkQ_k and satisfy Pk+1=0.8Pk+0.2QkQk+1=−0.3Pk+1.5Qk\begin{aligned} P_{k+1} & {}={} 0.8P_k + 0.2Q_k \\ Q_{k+1} & {}={} -0.3P_k + 1.5Q_k \\ \end{aligned}. We will keep track of the populations in year kk using the vector xk=[PkQk]\xvec_k=\twovec{P_k}{Q_k} so that xk+1=Axk=[0.80.2−0.31.5]xk\xvec_{k+1} = A\xvec_k = \left[\begin{array}{rr} 0.8 & 0.2 \\ -0.3 & 1.5 \\ \end{array}\right] \xvec_k.

  1. Show that v1=[13]\vvec_1=\twovec{1}{3} and v2=[21]\vvec_2=\twovec{2}{1} are eigenvectors of AA and find their associated eigenvalues.

  2. Suppose that the initial populations are described by the vector x0=[3844]\xvec_0 = \twovec{38}{44}. Express x0\xvec_0 as a linear combination of v1\vvec_1 and v2\vvec_2.

  3. Find the populations after one year, two years, and three years by writing the vectors x1\xvec_1, x2\xvec_2, and x3\xvec_3 as linear combinations of v1\vvec_1 and v2\vvec_2.

  4. What is the general form for xk\xvec_k?

  5. After a very long time, what is the ratio of PkP_k to QkQ_k?

Austin, Understanding Linear Algebra, §4.1 An introduction to eigenvalues and eigenvectors, Exercise 10

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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.