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作者:

He Haoxiang (He Haoxiang.) (学者:何浩祥) | Ji Jinbao (Ji Jinbao.) | Yan Weiming (Yan Weiming.) (学者:闫维明)

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摘要:

The disadvantages of model update based on artificial neuron network (ANN) are improved. Because too much samples for training ANN are demanded, uniform design method is used to produce samples in order to reduce the amount of samples in the process of structural damage simulation, and the computational efficiency is enhanced. Genetic algorithm is used to optimize the initial weight of back propagation network and the operation velocity is enhanced. A recurrence update method based on substructures and ANN is presented especially for spatial structures. A space structure is divided into multilayer substructures; the updating is realized step by step. Fist, frequencies are selected as damage factors and the effect is verified. Then the energy of wavelet frequency bands is proposed as a better damage factor.

关键词:

genetic algorithm wavelet analysis model update uniform design method artificial neuron network

作者机构:

  • [ 1 ] [He Haoxiang]Beijing Univ Technol, Beijing, Peoples R China
  • [ 2 ] [Ji Jinbao]Beijing Univ Technol, Beijing, Peoples R China
  • [ 3 ] [Yan Weiming]Beijing Univ Technol, Beijing, Peoples R China

通讯作者信息:

  • 何浩祥

    [He Haoxiang]Beijing Univ Technol, Beijing, Peoples R China

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来源 :

PROCEEDINGS OF THE 12TH INTERNATIONAL CONFERENCE ON INSPECTION APPRAISAL REPAIRS AND MAINTENANCE OF STRUCTURES, VOLS 1 AND 2

年份: 2010

页码: 417-424

语种: 英文

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