Computing fuzzy trajectories for nonlinear dynamic systems

被引:6
作者
Maces, D. Andrei [1 ]
Stadtherr, Mark A. [1 ]
机构
[1] Univ Notre Dame, Dept Chem & Biomol Engn, Notre Dame, IN 46556 USA
关键词
Uncertainty; Fuzzy sets; Fuzzy numbers; Nonlinear dynamic systems; Interval analysis; Dynamic simulation; FAULT-DIAGNOSIS; TRANSFORMATION; SIMULATION; OPERATIONS; KNOWLEDGE; DESIGN;
D O I
10.1016/j.compchemeng.2012.11.008
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
One approach for representing uncertainty is the use of fuzzy sets or fuzzy numbers. A new approach is described for the solution of nonlinear dynamic systems with parameters and/or initial states that are uncertain and represented by fuzzy sets or fuzzy numbers. Unlike current methods, which address this problem through the use of sampling techniques and do not account rigorously for the effect of the uncertain quantities, the new approach is not based on sampling and provides mathematically and computationally rigorous results. This is achieved through the use of explicit analytic representations (Taylor models) of state variable bounds in terms of the uncertain quantities. Examples are given that demonstrate the use of this new approach and its computational performance. (C) 2012 Elsevier Ltd. All rights reserved.
引用
收藏
页码:10 / 25
页数:16
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