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Cellular Neural Networks: an Approach to Circuit Design and Information Processing

机译:细胞神经网络:一种电路设计和信息处理方法

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摘要

Cellular Neural Networks are arrays of simple nonlinear dynamical systems in which each cell is connected to its nearest neighbors only, which makes them particularly well-suited for VLSI implementations. To highlight this key point, the design of a low power 1.5 μm CMOS CNN architecture is reported, which correctly operates within a wide range of power supply voltages. The proposed circuit is useful because it can operate at low voltages whenever allowed by operating speed requirements and at larger voltage (and power consumption) whenever speed constraints prevail. CNNs applications mainly be in image preprocessing tasks, for which it is essential to understand how the information (an image), introduced as initial condition, propagates in the network. Two different and somehow opposite behaviors are possible, namely local diffusion between neighboring cells only, or global propagation through the entire lattice. Some practical consequences of this mode of operation are also reported from [5, 6].
机译:细胞神经网络是简单的非线性动力学系统的阵列,其中每个单元仅连接到其最近的邻居,这使得它们特别适合于VLSI实现。为了突出这一关键点,报道了一种低功耗1.5μmCMOS CNN架构的设计,该架构可在很宽的电源电压范围内正常工作。所提出的电路之所以有用,是因为只要工作速度要求允许,它就可以在低电压下工作,而当速度限制占上风时,它可以在更大的电压(和功耗)下工作。 CNN的应用主要是在图像预处理任务中,因此必须了解作为初始条件引入的信息(图像)如何在网络中传播。两种不同且某种相反的行为是可能的,即仅相邻单元之间的局部扩散,或通过整个晶格的全局传播。 [5,6]也报道了这种操作模式的一些实际后果。

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  • 来源
    《Neural nets Wirn Vietri-98 》|1998年|83-99|共17页
  • 会议地点 Vietri sul Mare(IT)
  • 作者单位

    DEIS, University of Bologna Viale Risorgimento 2, I-40136 Bologna, Italy;

    ICA-DI, Swiss Federal Institute of Technology (EPFL) CH-1015 Lausanne, Switzerland;

    DIE, University of Napoli 'Federico II' Via Claudio 21, I-80138 Napoli, Italy;

  • 会议组织
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类 自动化系统理论 ;
  • 关键词

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