Dynamics of non-stationary processes that minimize the Kullback–Leibler divergence (follow the minimum of the relative entropy principle) are considered. A set of equations describing the system dynamics under the mass conservation and energy conservation constraints is derived. The existence and uniqueness of solution are established, asymptotic stability of the equilibrium is proved. Equations are derived based on the Speed- Gradient (SG) principle originated in the control theory.

Original languageEnglish
Pages (from-to)80-87
Number of pages8
JournalCybernetics and Physics
Volume6
Issue number2
StatePublished - 30 Sep 2017

    Research areas

  • Convergence, Kullback–Leibler divergence, Non-stationary process, Speed-gradient principle

    Scopus subject areas

  • Signal Processing
  • Physics and Astronomy (miscellaneous)
  • Computer Vision and Pattern Recognition
  • Fluid Flow and Transfer Processes
  • Control and Optimization
  • Artificial Intelligence

ID: 37254378