Swetamber Das

Dynamical Systems theorist @ SRM-AP


Curriculum vitae


Assistant Professor of Physics

SRM University, AP (India)

Mangalagiri - Mandal,
Neeru Konda,
Amaravati - 522502,
Andhra Pradesh (India).



Classical Fisher information for differentiable dynamical systems


Journal article


Mohamed Sahbani, Swetamber Das, Jason R. Green
Chaos: An Interdisciplinary Journal of Nonlinear Science, vol. 103139, American Institute of Physics, 2023

Cite

Cite

APA   Click to copy
Sahbani, M., Das, S., & Green, J. R. (2023). Classical Fisher information for differentiable dynamical systems. Chaos: An Interdisciplinary Journal of Nonlinear Science, 103139.


Chicago/Turabian   Click to copy
Sahbani, Mohamed, Swetamber Das, and Jason R. Green. “Classical Fisher Information for Differentiable Dynamical Systems.” Chaos: An Interdisciplinary Journal of Nonlinear Science 103139 (2023).


MLA   Click to copy
Sahbani, Mohamed, et al. “Classical Fisher Information for Differentiable Dynamical Systems.” Chaos: An Interdisciplinary Journal of Nonlinear Science, vol. 103139, American Institute of Physics, 2023.


BibTeX   Click to copy

@article{sahbani2023a,
  title = {Classical Fisher information for differentiable dynamical systems},
  year = {2023},
  journal = {Chaos: An Interdisciplinary Journal of Nonlinear Science},
  publisher = {American Institute of Physics},
  volume = {103139},
  author = {Sahbani, Mohamed and Das, Swetamber and Green, Jason R.}
}

Working Abstract

Fisher information is a lower bound on the uncertainty in the statistical estimation of classical and quantum mechanical parameters. While some deterministic dynamical systems are not subject to random fluctuations, they do still have a form of uncertainty: Infinitesimal perturbations to the initial conditions can grow exponentially in time, a signature of deterministic chaos. As a measure of this uncertainty, we introduce another classical information specifically for the deterministic dynamics of classical systems. This classical measure of information is defined with Lyapunov vectors in tangent space, making it less akin to the classical Fisher information and more akin to the quantum Fisher information defined with wavevectors in Hilbert space. An analysis of the local phase space structure and linear stability lead to upper and lower bounds on this information, giving it an interpretation as the net stretching action of the flow. Numerical calculations of this information for illustrative mechanical examples shows that it depends directly on the phase space curvature and the speed of the flow in phase space.

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