Entropy and complexity of a path in sub-Riemannian geometry

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Abstract

We characterize the geometry of a path in a sub-Riemannian manifold using two metric invariants, the entropy and the complexity. The entropy of a subset A of a metric space is the minimum number of balls of a given radius ε needed to cover A. It allows one to compute the Hausdorf dimension in some cases and to bound it from above in general. We define the complexity of a path in a sub- Riemannian manifold as the infimum of the lengths of all trajectories contained in an ε-neighborhood of the path, having the same extremities as the path. The concept of complexity for paths was first developed to model the algorithmic complexity of the nonholonomic motion planning problem in robotics. In this paper, our aim is to estimate the entropy, Hausdorf dimension and complexity for a path in a general sub-Riemannian manifold. We construct first a norm ‖·‖ on the tangent space that depends on a parameter ε > 0. Our main result states then that the entropy of a path is equivalent to the integral of this ε-norm along the path. As a corollary we obtain upper and lower bounds for the Hausdorf dimension of a path. Our second main result is that complexity and entropy are equivalent for generic paths. We give also a computable suficient condition on the path for this equivalence to happen.

Original languageEnglish
Pages (from-to)485-508
Number of pages24
JournalESAIM - Control, Optimisation and Calculus of Variations
Volume9
DOIs
Publication statusPublished - 1 Jan 2003

Keywords

  • Complexity
  • Hausdorff dimension
  • Metric entropy
  • Non-linear control
  • Nonholonomic systems
  • Sub-Riemannian geometry

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