Dynamics of non-stationary processes that follow the maximum of the Renyi entropy principle

被引:11
|
作者
Shalymov, Dmitry S. [1 ]
Fradkov, Alexander L. [1 ,2 ]
机构
[1] St Petersburg State Univ, Math & Mech Fac, St Petersburg 199034, Russia
[2] RAS, Lab Control Complex Syst, Inst Problems Mech Engn, St Petersburg, Russia
基金
俄罗斯科学基金会;
关键词
Renyi entropy; maximum entropy principle; Renyi distribution; speed-gradient principle; SPEED-GRADIENT; DIVERGENCE MEASURES; INFORMATION-THEORY; COMPLEX FLUIDS; THERMODYNAMICS;
D O I
10.1098/rspa.2015.0324
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
We propose dynamics equations which describe the behaviour of non-stationary processes that follow the maximum Renyi entropy principle. The equations are derived on the basis of the speed-gradient principle originated in the control theory. The maximum of the Renyi entropy principle is analysed for discrete and continuous cases, and both a discrete random variable and probability density function (PDF) are used. We consider mass conservation and energy conservation constraints and demonstrate the uniqueness of the limit distribution and asymptotic convergence of the PDF for both cases. The coincidence of the limit distribution of the proposed equations with the Renyi distribution is examined.
引用
收藏
页数:18
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