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Design Methodology of Tensor Product Based Control Models via HOSVD and LMIs

机译:通过Hosvd和LMIS的张量产品控制模型设计方法

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This paper aims at solving the conflicts of the computational needs of building Tensor Product (TP) based control models having high approximation accuracy and practical aspects of their applicability w.r.t. system stability and feasibility. Therefore first we propose a HOSVD (Higher Order Singular Value Decomposition) based methodology capable of implementing any differential equation systems of a dynamic model in TP model form with specific basis functions whereupon the Linear Matrix Inequalities (LMI) based controller design techniques and stability analysis can be executed. Second, we intend to find a tradeoff between the TP modelling accuracy, hence system performance, and the controller complexity which is bounded by the available real time computation power at hand. As an example a detailed control design is given.
机译:本文旨在解决建筑基于张量产品(TP)控制模型的计算需求的冲突,其适用性高近似精度和实际方面W.R.T.系统稳定性和可行性。因此,首先,我们提出了一种基于HOSVD(高阶奇异值分解)的方法,能够以特定的基本函数在TP模型形式中实现任何微分式方程系统,其中基于线性矩阵不等式(LMI)的控制器设计技术和稳定性分析被执行。其次,我们打算在TP建模精度之间找到权衡,因此系统性能,以及由手头可用的实时计算功率界定的控制器复杂性。作为示例,给出了详细的控制设计。

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