Subspace identification of bilinear systems subject to white inputs

被引:97
作者
Favoreel, W [1 ]
De Moor, B [1 ]
Van Overschee, P [1 ]
机构
[1] Katholieke Univ Leuven, Natl Fund Sci Res, Dept Elect Engn, ESAT SISTA, B-3001 Louvain, Belgium
关键词
bilinear systems; subspace identification;
D O I
10.1109/9.769370
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
In the present paper the authors generalize linear subspace identification theory to an analog theory for the subspace identification of bilinear systems. A major assumption they make is that the inputs of the system should be white and mutually independent. It is shown that in that case most of the properties of linear subspace identification theory can be extended to similar properties for bilinear systems. The link between the presented bilinear subspace method and Kalman filter theory is made. Finally, the practical relevance of the method is illustrated by making a direct comparison between linear and bilinear subspace identification methods when applied on data from a model of a distillation column.
引用
收藏
页码:1157 / 1165
页数:9
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