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Shadowing lemma

In the theory of dynamical systems, the shadowing lemma is a lemma describing the behaviour of pseudo-orbits near a hyperbolic invariant set. Informally, the theory states that every pseudo-orbit stays uniformly close to some true trajectory —in other words, a pseudo-trajectory is "shadowed" by a true one. This suggests that numerical solutions can be trusted to represent the orbits of the dynamical system. However, caution should be exercised as some shadowing trajectories may not always be physically realizable.

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In the theory of dynamical systems, the shadowing lemma is a lemma describing the behaviour of pseudo-orbits near a hyperbolic invariant set. Informally, the theory states that every pseudo-orbit (which one can think of as a numerically computed trajectory with rounding errors on every step1) stays uniformly close to some true trajectory (with slightly altered initial position)—in other words, a pseudo-trajectory is "shadowed" by a true one.2 This suggests that numerical solutions can be trusted to represent the orbits of the dynamical system. However, caution should be exercised as some shadowing trajectories may not always be physically realizable.3

Formal statement

Given a map f : X → X of a metric space (Xd) to itself, define a ε-pseudo-orbit (or ε-orbit) as a sequence ( x n ) {\displaystyle (x_{n})} of points such that x n + 1 {\displaystyle x_{n+1}} belongs to a ε-neighborhood of f ( x n ) {\displaystyle f(x_{n})} .

Then, near a hyperbolic invariant set, the following statement holds:4 Let Λ be a hyperbolic invariant set of a diffeomorphism f. There exists a neighborhood U of Λ with the following property: for any δ > 0 there exists ε > 0, such that any (finite or infinite) ε-pseudo-orbit that stays in U also stays in a δ-neighborhood of some true orbit.

( x n ) , x n U , d ( x n + 1 , f ( x n ) ) < ε ( y n ) , y n + 1 = f ( y n ) , such that n x n U δ ( y n ) . {\displaystyle \forall (x_{n}),\,x_{n}\in U,\,d(x_{n+1},f(x_{n}))<\varepsilon \quad \exists (y_{n}),\,\,y_{n+1}=f(y_{n}),\quad {\text{such that}}\,\,\forall n\,\,x_{n}\in U_{\delta }(y_{n}).}

In Men at Arms (1993), a novel by Terry Pratchett, the "Shadowing Lemma" appears as a fictional creature that "exists in only two dimensions and eats mathematicians." In the same passage, Pratchett also references the "quantum weather butterfly," a nod to the butterfly effect and chaos theory.

See also

See also

References

References

  1. Weisstein, Eric W. "Shadowing Theorem". MathWorld.
  2. Hammel, Stephan M; Yorke, James A; Grebogi, Celso (1988). "Numerical orbits of chaotic processes represent true orbits". Bulletin of the American Mathematical Society. New Series. 19 (2): 465–469. doi:10.1090/S0273-0979-1988-15701-1.
  3. Chandramoorthy, Nisha; Wang, Qiqi (2021). "On the probability of finding nonphysical solutions through shadowing". Journal of Computational Physics. 440 110389. arXiv:2010.13768. Bibcode:2021JCoPh.44010389C. doi:10.1016/j.jcp.2021.110389. S2CID 225075706.
  4. Katok, A.; Hasselblatt, B. (1995). Introduction to the Modern Theory of Dynamical Systems. Cambridge: Cambridge University Press. Theorem 18.1.2. ISBN 0-521-34187-6.
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