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Reducing the number of vertices in some Takagi-Sugeno models: example in the mechanical field ?

机译:减少某些Takagi-Sugeno模型中的顶点数量:机械领域中的示例

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This paper is concerned with the building of application-oriented model-based Takagi-Sugeno models that arise from sector nonlinearity methodology. Despite its exactness, this modeling technique produces a polytopic embedding with a number of vertices of 2 raised to the number of nonlinearities which, if high, represents a rapid growth in the number of linear matrix inequalities (needed to solve even the simplest control and observation schemes). A solution for model reduction is proposed based on the similarity of Taylor approximations amongst nonlinearities, with a measurable bound on the approximation, which - as proven with a suitable application example - brings the methodology closer to real-time demands.
机译:本文关注基于部门非线性方法的基于应用程序的基于模型的Takagi-Sugeno模型的构建。尽管具有精确性,但这种建模技术仍会产生多面体嵌入,其中顶点数为2的顶点会增加到非线性数量,如果很高,则表示线性矩阵不等式的数量迅速增长(甚至需要解决最简单的控制和观察方法)方案)。基于非线性之间的泰勒近似的相似性,提出了一种模型简化的解决方案,该近似具有可测量的范围,如适当的应用实例所证明的那样,该方法使方法更接近于实时需求。

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