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引用次数: 0

摘要

本文提出了一种准酉余弦调制FIR滤波器组和余弦调制小波的统一设计方法。该问题已被表述为一个二次约束最小二乘(QCLS)最小化问题,其中所有约束矩阵都是对称的和正定的。在此基础上,针对设计问题实时构建了一个特定的模拟神经网络,其能量函数选择为QCLS最小化问题的组合代价。利用该方法可获得具有高阻带衰减和紧凑支撑余弦调制小波的分析和合成滤波器。仿真结果表明了该方法的有效性和理论分析的正确性。
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A novel network method designing multirate filter banks and wavelets
A new unified method for designing both para-unitary cosine-modulated FIR filter banks and cosine-modulated wavelets is proposed in this paper. This problem has been formulated as a quadratic-constrained least-squares (QCLS) minimization problem in which all constraint matrices are symmetric and positive-definite. Furthermore, a specific analog neural network whose energy function is chosen as the combined cost of the QCLS minimization problem is built for our design problem in real time. It is quite easy and efficient to obtain analysis and synthesis filters with high stop-band attenuation and cosine-modulated wavelets with compact support by this method. A number of simulations show the effectiveness of this method and the correctness of the theoretical analysis given in this paper.
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