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Exercise 7

Avg difficulty 2.5

The Fibonacci numbers form the sequence of numbers that begins 0,1,1,2,3,5,8,13,…0, 1, 1, 2, 3, 5, 8, 13, \ldots. If we let FnF_n denote the nthn^{th} Fibonacci number, then F0=0,F1=1,F2=1,F3=2,F4=3,…F_0 =0, F_1 =1, F_2 =1, F_3 =2, F_4 =3,\ldots. In general, a Fibonacci number is the sum of the previous two Fibonacci numbers; that is, Fn+2=Fn+Fn+1F_{n+2} = F_{n}+F_{n+1} so that we have Fn+2=Fn+Fn+1Fn+1=Fn+1.\begin{aligned} F_{n+2} & {}={} F_{n} + F_{n+1} \\ F_{n+1} & {}={} F_{n+1}\text{.} \\ \end{aligned}

  1. If we write xn=[Fn+1Fn]\xvec_n = \twovec{F_{n+1}}{F_n}, find the matrix AA such that xn+1=Axn\xvec_{n+1} = A\xvec_n.

  2. Show that AA has eigenvalues λ1=1+52≈1.61803…λ2=1−52≈−0.61803…\begin{aligned} \lambda_1 & {}={} \frac{1+\sqrt{5}}{2}\approx 1.61803\ldots \\ \lambda_2 & {}={} \frac{1-\sqrt{5}}{2}\approx -0.61803\ldots \\ \end{aligned} with associated eigenvectors v1=[λ11]\vvec_1=\twovec{\lambda_1}{1} and v2=[λ21]\vvec_2=\twovec{\lambda_2}{1}.

  3. Classify this dynamical system as one of the six types that we have seen in this section. What happens to xn\xvec_n as nn becomes very large?

  4. Write the initial vector x0=[10]\xvec_0 = \twovec{1}{0} as a linear combination of eigenvectors v1\vvec_1 and v2\vvec_2.

  5. Write the vector xn\xvec_n as a linear combinations of v1\vvec_1 and v2\vvec_2.

  6. Explain why the nthn^{th} Fibonacci number Fn=15[(1+52)n−(1−52)n].F_{n} = \frac{1}{\sqrt{5}}\left[ \left(\frac{1+\sqrt{5}}{2}\right)^n - \left(\frac{1-\sqrt{5}}{2}\right)^n\right]\text{.}

  7. Use this relationship to compute F20F_{20}.

  8. Explain why Fn+1/Fn≈λ1F_{n+1}/F_{n}\approx \lambda_1 when nn is very large.

The number λ1=1+52=ϕ\lambda_1=\frac{1+\sqrt{5}}{2} = \phi is called the golden ratio and is one of mathematics' special numbers.

Austin, Understanding Linear Algebra, §4.4 Dynamical systems, Exercise 7

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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.