Open and closed-loop stochastic dynamics of a class of nonlinear chemical processes with multiplicative noise

被引:8
作者
Baratti, Roberto [1 ]
Tronci, Stefania [1 ]
Schaum, Alexander [2 ]
Alvarez, Jesus [3 ]
机构
[1] Univ Cagliari, Dipartimento Ingn Meccan Chim & Mat, I-09123 Cagliari, Italy
[2] Univ Kiel, Chair Automat Control, Kaiserstr 2, D-24143 Kiel, Germany
[3] Univ Autonoma Metropolitana Iztapalapa, Dept Ingn Proc & Hidraul, Mexico City 09340, DF, Mexico
关键词
Stochastic system dynamics; Multiplicative noise; Fokker-Planck equation; Stochastic metastability; Stabilizing robust control of nonlinear; uncertain systems; TANK REACTORS; UNCERTAINTY; OPTIMIZATION; PARAMETERS; SYSTEMS; DESIGN; MODELS; CSTRS;
D O I
10.1016/j.jprocont.2018.03.004
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
The open and closed-loop global state probability density function behavior of a class of single-state nonlinear chemical processes subjected to additive and multiplicative white noises is characterized with analytic formulae through Fokker Planck (FP) theory, in terms of: (i) stationary state probability density function (PDF), (ii) PDF evolution along deterministic, diffusion, and escape time scales, (iii) conditions for PDF metastability along escape time scale, and (iv) dependency of PDF motion on deterministic dynamics. Comparing with noise additivity, multiplicativeness can yield similar or substantially different open-loop PDF evolution behavior. The application of control to an open-loop (possibly fragile and metastable) multimodal PDF yields a closed-loop robust monomodal PDF with mode regulation capability. The developments and findings are illustrated with numerical simulations of FP's PDE equation. (C) 2018 Elsevier Ltd. All rights reserved.
引用
收藏
页码:108 / 121
页数:14
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