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A Globally Optimal Bilinear Programming Approach to the Design of Approximate Hilbert Pairs of Orthonormal Wavelet Bases

机译:正交小波基的近似希尔伯特对设计的全局最优双线性规划方法

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It is understood that the Hilbert transform pairs of orthonormal wavelet bases can only be realized approximately by the scaling filters of conjugate quadrature filter (CQF) banks. In this paper, the approximate FIR realization of the Hilbert transform pairs is formulated as an optimization problem in the sense of the lp (p=1, 2, or infinite) norm minimization on the approximate error of the magnitude and phase conditions of the scaling filters. The orthogonality and regularity conditions of the CQF bank pairs are taken as the constraints of such an optimization problem. Whereafter the branch and bound technique is employed to obtain the globally optimal solution of the resulting bilinear program optimization problem. Since the orthogonality and regularity conditions are explicitly taken as the constraints of our optimization problem, the attained solution is an approximate Hilbert transform pair satisfying these conditions exactly. Some orthogonal wavelet bases designed herein demonstrate that our design scheme is superior to those that have been reported in the literature. Moreover, the designed orthogonal wavelet bases show that minimizing the l 1 norm of the approximate error should be advocated for obtaining better approximated Hilbert pairs.
机译:可以理解,正交小波基的希尔伯特变换对只能通过共轭正交滤波器(CQF)组的缩放滤波器近似实现。在本文中,希尔伯特变换对的近似FIR实现被表述为关于缩放比例的幅值和相位条件的近似误差的lp(p = 1、2或无限)范数最小化的优化问题。过滤器。 CQF库对的正交性和规则性条件被视为这种优化问题的约束。然后,采用分支定界技术来获得所产生的双线性程序优化问题的全局最优解。由于正交性和规则性条件明确地作为我们优化问题的约束,因此获得的解决方案是精确满足这些条件的近似希尔伯特变换对。本文设计的一些正交小波基表明,我们的设计方案优于文献中已报道的方案。此外,设计的正交小波基表明,应提倡最小化近似误差的l 1范数,以获得更好的近似希尔伯特对。

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