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Minimal Volume Simplex (MVS) approach for convex hull generation in TP Model Transformation

机译:TP模型转换中用于凸包生成的最小体积单纯形(MVS)方法

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To a large degree, systems and control applications of TP Model Transformation rely on convex hull manipulation of polytopic LPV/qLPV system models. In this respect, the creation of tight convex hulls is an especially challenging problem, as it requires complex nonlinear optimisation. By defining the Minimal Volume Simplex (MVS) type hull, the paper presents a novel approach for tight convex hull generation. The approach, which involves the so-called MVSA algorithm, leads to a radical reduction in computational time while showing improved numerical properties in terms of repeatability and reliability as compared to other hull generation methods. Furthermore, the proposed method allows for the taking into account of special design considerations regarding the alignment of the convex hull.
机译:TP模型转换的系统和控制应用在很大程度上依赖于多主题LPV / qLPV系统模型的凸包操作。在这方面,紧密的凸包的创建是一个特别具有挑战性的问题,因为它需要复杂的非线性优化。通过定义最小体积单纯形(MVS)型船体,本文提出了一种用于紧凸船体生成的新颖方法。该方法涉及所谓的MVSA算法,与其他船体生成方法相比,可显着减少计算时间,同时在可重复性和可靠性方面显示出改进的数值特性。此外,所提出的方法允许考虑关于凸包的对准的特殊设计考虑。

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