Stability Math Example 1

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Example 1

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Find all fixed points of f(x)=x2x+1f(x) = x^2 - x + 1 and determine their stability using the derivative criterion f(x)<1|f'(x^*)| < 1.

Solution

  1. 1
    Fixed points: solve x=x2x+1x22x+1=0(x1)2=0x=1x = x^2-x+1 \Rightarrow x^2-2x+1=0 \Rightarrow (x-1)^2=0 \Rightarrow x^*=1 (double root).
  2. 2
    Compute f(x)=2x1f'(x)=2x-1. At x=1x^*=1: f(1)=2(1)1=1=1|f'(1)|=|2(1)-1|=|1|=1.
  3. 3
    Since f(x)=1|f'(x^*)|=1, the stability criterion is inconclusive (marginal stability). Numerical experimentation would be needed to determine behavior.

Answer

Fixed point x=1x^*=1; f(1)=1|f'(1)|=1 — marginal stability
The stability of a fixed point depends on f(x)|f'(x^*)|: <1<1 means stable (attracting), >1>1 means unstable (repelling), =1=1 is inconclusive. A double root gives f=1|f'|=1, a degenerate case.

About Stability

A system is stable at an equilibrium if small perturbations cause it to return toward that equilibrium; unstable if small perturbations cause it to move away.

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