多频信号电介质结构的神经网络反演方法

O. Drobakhin, A. V. Doronin
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引用次数: 0

摘要

研究了神经网络思想在层状介质结构反问题求解中的应用。选择激活函数为s型的3层前馈。采用多频反射系数的实部作为输入信号。采用Levenberg-Marquardt算法对网络进行训练。给出了高斯加性噪声存在下双层结构的数值模拟结果
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Neural Network Inverse Method for Dielectric Structures by Multifrequency Signals
Application of neural network ideology for layered dielectric structure inverse problem solution is under consideration. The 3-layered feed-forward with activation function as a sigmoid (S-shaped) was chosen. The real part of reflection coefficient at many frequencies is used as input signal. Levenberg-Marquardt algorithm was used for training of the network. Some results of numerical simulation for two-layered structure in presence of Gaussian additive noise are demonstrated
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