西安电子科技大学学报

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两通道正交图滤波器组设计新算法

蒋俊正;曹想;欧阳缮   

  1. (桂林电子科技大学 信息与通信学院, 广西 桂林 541004)
  • 收稿日期:2017-05-26 出版日期:2018-04-20 发布日期:2018-06-06
  • 作者简介:蒋俊正(1983-),男,副教授,E-mail: jzjiang@guet.edu.cn
  • 基金资助:

    国家自然科学基金资助项目(61261032,61371186,61761011);广西自然科学基金资助项目(2013GXNSFBA019264);桂林电子科技大学研究生教育创新计划资助项目(2017YJCX21)

New method for designing the two-channel orthogonal graph filter bank

JIANG Junzheng;CAO Xiang;OUYANG Shan   

  1. (School of Information and Communication, Guilin Univ. of Electronic Technology, Guilin 541004, China)
  • Received:2017-05-26 Online:2018-04-20 Published:2018-06-06

摘要:

针对两通道正交图滤波器组频率特性差的问题,提出了一种基于二阶泰勒近似的迭代算法.首先,该算法将两通道正交图滤波器组的设计问题归结为一个带约束优化问题.将图滤波器组的重构误差作为目标函数, 滤波器的阻带衰减作为约束函数;然后,通过泰勒近似将高度非线性非凸的目标函数转化为关于增量的凸的二次函数,将非凸优化问题近似为凸的优化问题;最后,采用迭代方法求解该优化问题.仿真结果表明,与伯恩斯坦多项式逼近的算法相比,新算法设计的两通道正交图滤波器组重构误差减小了约1个数量级,信噪比提高了约8dB.

关键词: 两通道图滤波器组, 正交, 迭代算法, 重构误差

Abstract:

An iterative algorithm based on second-order approximation of Taylor's series is proposed to overcome the problem that the two channel orthogonal graph filter bank possesses poor frequency characteristic.First, the design problem is formulated into a constrained optimization problem, whose objective function is the reconstruction error of the two channel orthogonal graph filter bank, and the constraint function is the stopband attenuation.Then, by means of the Taylor approximation, the highly nonlinear nonconvex objective function is approximately transformed into a convex quadratic function with respect to increments. Thus, the nonconvex optimization problem is approximated to a convex optimization problem.Finally, an iterative technique is used to solve the optimization problem.Simulation results show that the reconstruction error of the two channel orthogonal graph filter bank obtained by the new method is approximately one order of magnitude lower than that by the Bernstein polynomial approximation algorithm and that the improvement on the reconstruction error is about 8dB.

Key words: two-channel graph filter bank, orthogonality, iterative technique, reconstruction error