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作者:

Li, Xian-zhang (Li, Xian-zhang.) | Wang, Zhi-tao (Wang, Zhi-tao.) | Guo, Xiao-dong (Guo, Xiao-dong.)

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CPCI-S EI Scopus

摘要:

In order to estimate the urban economic losses after earthquakes, builds the prediction model based on grey relation and genetic neural network. According to the grey correlation analysis, screens out the major factor effecting the earthquake losses as input vectors of neural network first, adopts genetic algorithm to optimize the initial weights and bias of BP network and then, solves the problem that the traditional neural network has slow convergence velocity and can not easy to get the global optimum. According to the example, we can get the model that has good forecast accuracy and convergence rate and checks the rationality and effectiveness at last.

关键词:

genetic neural network earthquake disaster prediction economic losses grey correlation

作者机构:

  • [ 1 ] [Li, Xian-zhang]Beijing Univ Technol, Inst Earthquake Resistance & Disaster Reduct, Beijing 100124, Peoples R China
  • [ 2 ] [Wang, Zhi-tao]Beijing Univ Technol, Inst Earthquake Resistance & Disaster Reduct, Beijing 100124, Peoples R China
  • [ 3 ] [Guo, Xiao-dong]Beijing Univ Technol, Inst Earthquake Resistance & Disaster Reduct, Beijing 100124, Peoples R China

通讯作者信息:

  • [Li, Xian-zhang]Beijing Univ Technol, Inst Earthquake Resistance & Disaster Reduct, Beijing 100124, Peoples R China

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来源 :

PROGRESS IN STRUCTURE, PTS 1-4

ISSN: 1660-9336

年份: 2012

卷: 166-169

页码: 2054-2059

语种: 英文

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