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Neural network system for determining optimal solution

机译:确定最佳解决方案的神经网络系统

摘要

A neural network system includes an input unit, an operation control unit, a parameter setting unit, a neural network group unit, and a display unit. The network group unit includes first and second neural networks. The first neural network operates according to the mean field approximation method to which the annealing is added, whereas the second neural network operates in accordance with the simulated annealing. Each of the first an second neural networks includes a plurality of neurons each connected via synapses to neurons so as to weighting outputs from the neurons based on synapse weights, thereby computing an output related to a total of weighted outputs from the neurons according to an output function. The parameter setting unit is responsive to a setting instruction to generate neuron parameters including synapse weights, threshold values, and output functions, which are set to the first neural network and which are selective set to the second neural network. The operation control unit responsive to an input of a problem analyzes the problem and then generates a setting instruction based on a result of the analysis to output the result to the parameter setting unit. After the neuron parameters are set thereto, in order for the first and second neural network to selectively or to iteratively operate, the operation control unit controls operations of computations in the network group unit in accordance with the analysis result and then presents results of the computations in the network group unit on the display unit.
机译:神经网络系统包括输入单元,操作控制单元,参数设置单元,神经网络组单元和显示单元。网络组单元包括第一和第二神经网络。第一神经网络根据添加了退火的平均场近似方法进行操作,而第二神经网络根据模拟退火进行操作。第一和第二神经网络中的每一个都包括多个神经元,每个神经元经由突触连接到神经元,以便基于突触权重加权来自神经元的输出,从而根据输出计算与来自神经元的加权输出的总和有关的输出。功能。参数设置单元响应于设置指令以生成包括突触权重,阈值和输出函数的神经元参数,其被设置为第一神经网络并且被选择性地设置为第二神经网络。响应于问题的输入的操作控制单元分析问题,然后基于分析的结果生成设置指令,以将结果输出到参数设置单元。在为其设置了神经元参数之后,为了使第一神经网络和第二神经网络选择性地或迭代地运行,操作控制单元根据分析结果来控制网络组单元中的计算操作,然后呈现计算结果在人机界面上的网络组单元中。

著录项

  • 公开/公告号US5303328A

    专利类型

  • 公开/公告日1994-04-12

    原文格式PDF

  • 申请/专利权人 HITACHI LTD.;

    申请/专利号US19910782097

  • 发明设计人 HIRONARI MASUI;IKUO MATSUBA;

    申请日1991-10-24

  • 分类号G06F15/18;

  • 国家 US

  • 入库时间 2022-08-22 04:31:55

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