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Parallel Cyclic Convolution Based on Recursive Formulations of Block Pseudocirculant Matrices

机译:基于块伪循环矩阵递归公式的并行循环卷积

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In this paper, we show how novel recursive formulations of block pseudocirculant matrices lead to a new class of parallel cyclic convolution algorithms that exhibit a high degree of regularity and modularity and are suitable for parallel or pipelined implementation into today''s very large scale integration (VLSI) circuits, multifield-programmable gate arrays (multi-FPGAs) systems, and multiprocessor architectures. In addition to the architectural advantages, the proposed formulations offer a comparable number of parallel subsections, and a reduction in the number of pre/postprocessing vector operations, for the same range of decimation rates proposed by the most efficient alternative algorithm. The proposed algorithms do not impose any of the traditional constraints, such as the demand that the convolution length be factorable into mutually prime factors. The use of recursion results in the definition of two new mathematical constructs, which are intrinsic to these novel architectures, the higher order block pseudocirculant or superblock pseudocirculant matrix and the block pseudocyclic shift operator that leads to unfolded data-flow graphs of cyclic shifts.
机译:在本文中,我们展示了块伪循环矩阵的新颖递归公式如何导致一类新的并行循环卷积算法,该算法表现出高度的规则性和模块化,并且适合于并行或流水线实现到当今的大规模集成中(VLSI)电路,多场可编程门阵列(multi-FPGAs)系统和多处理器体系结构。除了在结构上的优势外,对于最有效的替代算法所建议的相同抽取率范围,建议的公式还提供了相当数量的并行子部分,并减少了前/后向量运算的数量。所提出的算法不施加任何传统约束,例如要求卷积长度可分解为互质因子的要求。递归的使用导致定义了两个新的数学构造,这些构造对这些新颖的体系结构是固有的,即高阶块伪循环或超块伪循环矩阵以及块伪循环移位算子,后者导致展开的数据的循环循环数据流图。

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