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What is the geometric meaning of negative versus positive Lyapunov exponents?

A negative Lyapunov exponent corresponds to compression of state space along stable manifolds, while a positive Lyapunov exponent corresponds to stretching of state space along unstable manifolds. The lecture uses these signs to distinguish contraction toward a fixed point from expansion away to infinity.

Conditions

  • Applies to the manifold directions discussed in the clip.
  • The clip does not treat mixed-sign spectra in detail before ending.

Reasoning, step by step

  1. Take the sign rule from the slide: negative exponents compress, positive exponents stretch.
  2. If every exponent is negative, compression occurs in all directions, so trajectories converge to a fixed point.
  3. If every exponent is positive, stretching occurs in all directions, so trajectories diverge to infinity.

Example

The slide states negative λi\lambda_i compress state space along stable manifolds and positive λi\lambda_i stretch it along unstable manifolds. The speaker explains all-negative exponents shrink the fabric in all directions and trajectories converge to a fixed point; all-positive exponents stretch in all directions and trajectories diverge to infinity.

Common misconceptions

  • Confusing local linear information with global geometry.
  • Mixing Lyapunov exponents with eigenvalues.

Watch the explanation

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Answers are generated from source material and independently checked. Consult the original video or creator if something is unclear.