Результаты исследований: Научные публикации в периодических изданиях › статья › Рецензирование
Dynamics of the relative entropy minimization processes. / Shalymov, Dmitry; Fradkov, Alexander; Liubchich, Svetlana; Sokolov, Boris.
в: Cybernetics and Physics, Том 6, № 2, 30.09.2017, стр. 80-87.Результаты исследований: Научные публикации в периодических изданиях › статья › Рецензирование
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TY - JOUR
T1 - Dynamics of the relative entropy minimization processes
AU - Shalymov, Dmitry
AU - Fradkov, Alexander
AU - Liubchich, Svetlana
AU - Sokolov, Boris
PY - 2017/9/30
Y1 - 2017/9/30
N2 - 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.
AB - 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.
KW - Convergence
KW - Kullback–Leibler divergence
KW - Non-stationary process
KW - Speed-gradient principle
UR - http://www.scopus.com/inward/record.url?scp=85039695013&partnerID=8YFLogxK
M3 - Article
AN - SCOPUS:85039695013
VL - 6
SP - 80
EP - 87
JO - Cybernetics and Physics
JF - Cybernetics and Physics
SN - 2223-7038
IS - 2
ER -
ID: 37254378