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Canonical representation of piecewise-polynomial functions with nondegenerate linear-domain partitions

机译:具有非退化线性域分区的分段多项式函数的规范表示

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Piecewise-linear (PWL) functions are a widely used class of nonlinear approximate functions with applications in both mathematics and engineering. As an extension of this function class, piecewise-polynomial (PWP) functions with a linear-domain partition represents a more general function class than PWL functions, in that all function pieces in a partitioned domain are (instead of hyperplanes) hypersurfaces described by polynomials. Just like PWL functions, the global expression of PWP functions requires a so-called canonical representation, which is meaningful for practical applications. However, such a canonical representation is still unknown. Our study showed that it is not a straightforward extension of the canonical representation of PWL functions; instead, it has a more general form than the latter. In this paper, we discuss the canonical representation of PWP functions with nondegenerate linear-domain partitions. A canonical representation formula is derived and a sufficient condition for its existence is given. We show that under some degree constraints, the derived canonical formula reduces to the canonical formula of PWL functions. The consistent variation property, which is a sufficient and necessary condition for the canonical representation of PWL functions, is found to be less important for PWP functions.
机译:分段线性(PWL)函数是一类广泛使用的非线性近似函数,在数学和工程领域都有应用。作为此函数类的扩展,具有线性域划分的分段多项式(PWP)函数比PWL函数代表了更通用的函数类,因为在划分的域中的所有函数都是(而不是超平面的)多项式描述的超曲面。与PWL函数一样,PWP函数的全局表达式也需要所谓的规范表示,这对于实际应用是有意义的。但是,这样的规范表示仍然是未知的。我们的研究表明,它不是PWL函数规范表示的直接扩展;相反,它具有比后者更通用的形式。在本文中,我们讨论具有非退化线性域分区的PWP函数的规范表示。推导了规范表示公式,并给出了其存在的充分条件。我们表明,在一定程度的约束下,导出的规范公式可简化为PWL函数的规范公式。对于PWP函数,一致的变化特性(对于PWL函数的规范表示是充分必要的条件)被认为不那么重要。

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