MULTIPOINT VOLTERRA SERIES INTERPOLATION AND H2 OPTIMAL MODEL REDUCTION OF BILINEAR SYSTEMS

被引:58
作者
Flagg, Garret [1 ]
Gugercin, Serkan [2 ]
机构
[1] Schlumberger Western Geco, Houston, TX 77042 USA
[2] Virginia Tech, Dept Math, Blacksburg, VA 24061 USA
基金
美国国家科学基金会;
关键词
bilinear systems; model reduction; Volterra series; H-2; approximation; CONVERGENCE;
D O I
10.1137/130947830
中图分类号
O29 [应用数学];
学科分类号
070104 ;
摘要
In this paper, we focus on model reduction of large-scale bilinear systems. The main contributions are threefold. First, we introduce a new framework for interpolatory model reduction of bilinear systems. In contrast to the existing methods where interpolation is forced on some of the leading subsystem transfer functions, the new framework shows how to enforce multipoint interpolation of the underlying Volterra series. Then, we show that the first-order conditions for optimal H-2 model reduction of bilinear systems require multivariate Hermite interpolation in terms of the new Volterra series interpolation framework; thus we extend the interpolation-based first-order necessary conditions for H-2 optimality of LTI systems to the bilinear case. Finally, we show that multipoint interpolation on the truncated Volterra series representation of a bilinear system leads to an asymptotically optimal approach to H-2 optimal model reduction, leading to an efficient model reduction algorithm. Several numerical examples illustrate the effectiveness of the proposed approach.
引用
收藏
页码:549 / 579
页数:31
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