Optimal monomial quadratization for ODE systems

IF 0.4 Q4 MATHEMATICS, APPLIED ACM Communications in Computer Algebra Pub Date : 2020-09-01 DOI:10.1145/3457341.3457350
A. Bychkov, G. Pogudin
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引用次数: 9

Abstract

Transformation of a polynomial ODE system to a special quadratic form has been successfully used recently as a preprocessing step for model order reduction methods. However, to the best of our knowledge, there has been no practical algorithm for performing this step automatically with any optimality guarantees. We present an algorithm that, given a system of polynomial ODEs, finds a transformation into a quadratic ODE system by introducing new variables which are monomials of the original variables. The algorithm is guaranteed to produce an optimal transformation of this form. The algorithm is implemented, and we demonstrate it on examples from the literature.
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ODE系统的最优单项二次化
最近,将多项式ODE系统转换为特殊的二次型已成功地用作模型降阶方法的预处理步骤。然而,据我们所知,还没有一种实用的算法可以在有任何最优性保证的情况下自动执行这一步骤。我们提出了一种算法,在给定多项式常微分方程组的情况下,通过引入作为原始变量的单项式的新变量,找到到二次常微分方程系统的转换。该算法保证产生这种形式的最优变换。该算法得到了实现,并在文献中的例子中进行了证明。
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