Math Problem Statement

Which of the following statements is/are true, based on the Stability Theorem for fixed points of a DTDS with updating function f? Choose all that apply.

Solution

To solve this, let's analyze each statement based on the Stability Theorem for fixed points of a Discrete-Time Dynamical System (DTDS) with updating function ff.

  1. If xx is a fixed point of the DTDS and f(x)<1|f'(x)| < 1, then xx is a stable fixed point.

    • This is true because, for a fixed point xx to be stable, the derivative of ff at xx should have an absolute value less than 1, meaning small perturbations around xx decay over iterations.
  2. If xx is a fixed point of the DTDS and f(x)<1f'(x) < 1, then xx is a stable fixed point.

    • This is incorrect. f(x)<1f'(x) < 1 does not necessarily imply stability unless f(x)<1|f'(x)| < 1. The derivative could be negative but with a magnitude greater than 1, leading to instability.
  3. If xx is a fixed point of the DTDS and f(x)<0f'(x) < 0, then xx is a stable fixed point.

    • This is incorrect. A negative derivative does not ensure stability unless f(x)<1|f'(x)| < 1. A value like f(x)=2f'(x) = -2 would actually make the fixed point unstable.
  4. If f(x)=xf(x) = x and f(x)>1f'(x) > 1, then xx is an unstable equilibrium.

    • This is true. If f(x)=xf(x) = x (meaning xx is a fixed point) and f(x)>1f'(x) > 1, perturbations will grow, indicating that xx is an unstable fixed point.
  5. If f(x)=xf(x) = x and f(x)>1|f'(x)| > 1, then xx is an unstable equilibrium.

    • This is also true. Whether f(x)>1f'(x) > 1 or f(x)<1f'(x) < -1, the magnitude of f(x)f'(x) being greater than 1 implies instability due to growing perturbations.
  6. If f(x)=xf(x) = x and f(x)>1|f'(x)| > 1, then xx is a root of ff.

    • This is incorrect. f(x)=xf(x) = x means that xx is a fixed point, not necessarily a root of ff (a root of ff would require f(x)=0f(x) = 0, not f(x)=xf(x) = x).

Conclusion

The statements that are true are:

  • Statement 1
  • Statement 4
  • Statement 5

Would you like further explanation on any of these concepts?

Here are five follow-up questions to expand on this topic:

  1. What is the significance of the derivative's absolute value in determining stability?
  2. How does the concept of a stable fixed point differ from an unstable fixed point?
  3. What are the implications of a fixed point being an attractor in a DTDS?
  4. Can you explain why a fixed point with f(x)=1|f'(x)| = 1 is considered a borderline case?
  5. How would this analysis change if we were discussing a continuous-time dynamical system?

Tip: For stability analysis in discrete systems, always examine the magnitude of the derivative at fixed points; values less than 1 indicate stability, while values greater than 1 indicate instability.

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Math Problem Analysis

Mathematical Concepts

Fixed Points
Stability Theorem
Discrete-Time Dynamical Systems (DTDS)
Derivative Stability Analysis

Formulas

|f'(x)| < 1 for stability
f(x) = x for fixed points

Theorems

Stability Theorem for Fixed Points of Discrete-Time Dynamical Systems

Suitable Grade Level

Undergraduate level