CNN的频域芯片内通信方案

A. Mondragón-Torres, R. González-Carvajal, J. Pineda de Gyvez, E. Sánchez-Sinencio
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引用次数: 5

摘要

提出了一种在CNN单元间共享通信信道的频域方案。该方案基于波并行计算技术的改进,解决了减少通信链路数量的问题。通过频率复用实现通信路径的减少。这使得可以同时对数组的所有单元进行全并行访问。该方法还利用了波并行计算固有的并行性来求解传输过程中同一信道内的部分状态方程。此外,在这种架构下,CNN数组不需要有一个物理的单元矩阵数组,以这种形式为硬件实现提供了更大的灵活性。通过系统级仿真,找到了工作范围,从而提出了一个试验性超大规模集成电路的最终系统架构。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Frequency-domain intrachip communication schemes for CNN
A frequency-domain scheme to share a communications channel among the cells of a CNN is proposed. The scheme is based on a modification of the wave-parallel-computing technique and addresses the problem of reducing the number of communication links. Reduction in the communication paths is achieved by frequency multiplexing. This makes it possible to have simultaneous full-parallel access to all the cells of the array. The approach also takes advantage of the parallelism inherent in wave-parallel-computing to solve part of the state equation within the same channel during a transmission operation. Moreover, with this architecture, the CNN array is not required to have a physical matrix array of cells, providing in this form even more flexibility for the hardware implementation. A system level simulation was done and operating ranges were found as an aid to propose a final system architecture of a tentative VLSI IC.
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