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Exploiting parallelism within multidimensional multirate digital signal processing systems

机译:在多维多速率数字信号处理系统中利用并行性

摘要

The intense requirements for high processing rates of multidimensional Digital Signal Processing systems in practical applications justify the Application Specific Integrated Circuits designs and parallel processing implementations. In this dissertation, we propose novel theories, methodologies and architectures in designing high-performance VLSI implementations for general multidimensional multirate Digital Signal Processing systems by exploiting the parallelism within those applications. To systematically exploit the parallelism within the multidimensional multirate DSP algorithms, we develop novel transformations including (1) nonlinear I/O data space transforms, (2) intercalation transforms, and (3) multidimensional multirate unfolding transforms. These transformations are applied to the algorithms leading to systematic methodologies in high-performance architectural designs. With the novel design methodologies, we develop several architectures with parallel and distributed processing features for implementing multidimensional multirate applications. Experimental results have shown that those architectures are much more efficient in terms of execution time and/or hardware cost compared with existing hardware implementations.
机译:在实际应用中对多维数字信号处理系统的高处理速率的强烈要求证明了专用集成电路设计和并行处理实现。在本文中,我们通过利用通用的多维多速率数字信号处理系统中的并行性,提出了在设计高性能VLSI实现中的新颖理论,方法和体系结构。为了系统地利用多维多速率DSP算法中的并行性,我们开发了新颖的转换,包括(1)非线性I / O数据空间转换,(2)插值转换和(3)多维多速率展开转换。这些转换被应用于导致高性能体系结构设计中系统方法论的算法。利用新颖的设计方法,我们开发了具有并行和分布式处理功能的几种体系结构,以实现多维多速率应用程序。实验结果表明,与现有硬件实现相比,这些体系结构在执行时间和/或硬件成本方面要高效得多。

著录项

  • 作者

    Peng Dongming;

  • 作者单位
  • 年度 2004
  • 总页数
  • 原文格式 PDF
  • 正文语种 en_US
  • 中图分类

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