Deterministic global optimization of nonlinear dynamic systems

被引:46
|
作者
Lin, Youdong [1 ]
Stadtherr, Mark A. [1 ]
机构
[1] Univ Notre Dame, Dept Chem & Biomol Engn, Notre Dame, IN 46556 USA
关键词
global optimization; dynamic modeling; interval analysis; validated computing; optimal control;
D O I
10.1002/aic.11101
中图分类号
TQ [化学工业];
学科分类号
0817 ;
摘要
A new approach is described for the deterministic global optimization of dynamic systems, including optimal control problems. The method is based on interval analysis and Taylor models and employs a type of sequential approach. A key feature of the method is the use of a new validated solver for parametric ODEs, which is used to produce guaranteed bounds on the solutions of dynamic systems with interval-valued parameters. This is combined with a new technique for domain reduction based on the use of Taylor models in an efficient constraint propagation scheme. The result is that an epsilon-global optimum can be found with both mathematical and computational certainly. Computational studies on benchmark problems are presented showing that this new approach provides significant improvements in computational efficiency, well over an order of magnitude in most cases, relative to other recently described methods. (c) 2007 American Institute of Chemical Engineers.
引用
收藏
页码:866 / 875
页数:10
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