GA Based on Structural Formula Binary-coding and Its Applications in BP Networks
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TP183

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    Abstract:

    According to the topological characteristics of BP networks, a Genetic Algorithm based on the structural formula binary-coding has been designed in this paper. By means of fractionalizing the large-scale solution-space and performing the GA operations to the fractionalized subspaces, the GA's global-convergence and parallelism can be utilized to search the subspace for the optimal solution in the whole solution-space, thus definitude the starting point and narrow the domain for the next BP's local-search. Testing shows that the two-step algorithm (GA-BP) can solve the existed problems in the NN's training such as local minimum, tardy convergence and so on.

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余萌.基于结构式二进制编码的遗传算法在及其在BP网络中的应用[J].土木与环境工程学报(中英文),2001,23(4):104~109

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  • Received:
  • Revised:March 25,2001
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