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Structure preserving balanced proper orthogonal decomposition for second-order form systems via shifted Legendre polynomials

机译:通过移位的勒让德多项式保持结构平衡的二阶形式系统的正交分解

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摘要

This study considers structure preserving balanced proper orthogonal decomposition for second-order form systems via shifted Legendre polynomials. The proposed approach is to use time interval empirical Gramians of the first-order representation, which are constructed from impulse responses by solving block tridiagonal linear systems, to generate approximate balanced system for the large-scale second-order form system. The balancing transformation is directly computed from the expansion coefficients of impulse responses in the space spanned by shifted Legendre polynomials, without computing the full Gramians for the first-order representation. Then, the reduced second-order model is constructed by truncating the states corresponding to the small approximate singular values. Furthermore, in combination with the dominant subspace projection method, the authors modify the reduction procedure to alleviate the shortcoming of the above method, which may unexpectedly lead to unstable systems even though the original one is stable. The stability preservation of the reduced model is briefly discussed. Finally, the effectiveness of the proposed methods is demonstrated by two numerical experiments.
机译:本研究考虑了通过移位的勒让德多项式,为二阶形式系统保留结构的平衡,适当的正交分解。所提出的方法是使用一阶表示的时间间隔经验格拉姆斯方程,通过求解块三对角线性系统由脉冲响应构造它们,以生成大型二阶形式系统的近似平衡系统。平衡变换是直接根据位移的Legendre多项式所跨越的空间中的脉冲响应的展开系数来计算的,而无需为一阶表示计算完整的Gramian。然后,通过截断与较小的近似奇异值相对应的状态来构造简化的二阶模型。此外,与主导子空间投影方法相结合,作者修改了简化程序以减轻上述方法的缺点,即使原始方法是稳定的,也可能会意外地导致系统不稳定。简要讨论了简化模型的稳定性保持。最后,通过两个数值实验证明了所提方法的有效性。

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