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Lapped transform via time-domain pre- and post-filtering

机译:通过时域前置和后置滤波进行重叠变换

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This paper presents a general framework of constructing a large family of lapped transforms with symmetric basis functions by adding simple time-domain pre- and post-processing modules onto existing block discrete cosine transform (DCT)-based infrastructures. A subset of the resulting solutions is closed-form, fast computable, modular, near optimal in the energy compaction sense and leads to an elegant boundary handling of finite-length data. Starting from these solutions, a general framework for block-based signal decomposition with a high degree of flexibility and adaptivity is developed. Several simplified models are also introduced to approximate the optimal solutions. These models are based on cascades of plane rotation operators and lifting steps, respectively. Despite tremendous savings in computational complexity, the optimized results of these simplified models are virtually identical to that of the complete solution. The multiplierless versions of these pre- and post-filters when combined with an appropriate multiplierless block transform, such as the binDCT, which is described in an earlier paper by Liang and Tran (see IEEE Trans. Signal Processing, vol.49, p.3032-44, Dec. 2001), generate a family of very large scale integration (VLSI)-friendly fast lapped transforms with reversible integer-to-integer mapping. Numerous design examples with arbitrary number of channels and arbitrary number of borrowed samples are presented.
机译:本文提出了一个通用框架,该框架通过在现有的基于块离散余弦变换(DCT)的基础结构上添加简单的时域预处理和后处理模块,来构造具有对称基函数的大量重叠变换。所得解决方案的一个子集是闭合形式的,可快速计算的,模块化的,在能量压缩方面几乎是最佳的,并导致对有限长度数据进行优雅的边界处理。从这些解决方案开始,开发了具有高度灵活性和适应性的基于块的信号分解的通用框架。还引入了几种简化模型来近似最佳解决方案。这些模型分别基于平面旋转算子和提升步骤的级联。尽管极大地节省了计算复杂性,但是这些简化模型的优化结果实际上与完整解决方案的结果相同。这些前置滤波器和后置滤波器的无乘法器版本与适当的无乘法器块变换(例如binDCT)结合使用时,在Liang和Tran的较早论文中对此进行了描述(请参阅IEEE Trans。Signal Processing,第49卷,第1页)。 3032-44(2001年12月)生成具有可逆的整数到整数映射的一系列非常适合大规模集成(VLSI)的快速重叠变换。给出了具有任意数量的通道和任意数量的借入样本的众多设计示例。

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