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A method for the approximate synthesis of cellular non-linear networks―Part 1: Circuit definition

机译:细胞非线性网络的近似合成方法第1部分:电路定义

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In this paper, we face the problem of the synthesis of cellular non-linear networks (CNNs) able to find approximate solutions of either partial differential equations or functional minimization problems. In particular, the paper deals with the approximate synthesis of the multi-terminal resistors that include all the non-linearities of such dynamic circuits. The proposed approximation method is based on the piecewise-linear (PWL) approach developed by Julian et al. in the last few years, but it resorts to a different definition of the inner product and hence to other PWL basis functions. The method is applied to a case-study concerning a CNN devoted to image processing.
机译:在本文中,我们面临的问题是蜂窝非线性网络(CNN)的综合问题,这些问题能够找到偏微分方程或函数最小化问题的近似解。特别是,本文涉及包括这种动态电路的所有非线性的多端子电阻器的近似合成。拟议的近似方法基于朱利安(Julian)等人开发的分段线性(PWL)方法。在过去的几年中,但是它诉诸于内部产品的不同定义,因此也诉诸于其他PWL基本函数。该方法被应用于关于致力于图像处理的CNN的案例研究。

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