• Title/Summary/Keyword: Probabilistic nerual network(PNN)

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Active Control for Seismic Response Reduction Using Probabilistic Neural Network (지진하중을 받는 구조물의 능동제어를 위한 확률신경망 이론)

  • Kim, Doo-Kie;Lee, Jong-Jae;Chang, Seong-Kyu;Choi, In-Jung
    • Journal of the Korea institute for structural maintenance and inspection
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    • v.11 no.1
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    • pp.103-112
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    • 2007
  • Recently structures become longer and higher because of the developments of new materials and construction techniques. However, such modern structures are susceptible to excessive structural vibrations, which may induce problems of serviceability and structural damages. In this paper we attempt to control structural vibration using the probabilistic neural network(PNN) and the artificial neural network(ANN) based on the training pattern that consist of only the structural state vector and the control force. The state vectors of the structure and control forces made by linear quadratic regulator(LQR) algorithm are used for training pattern of PNN and ANN. The proposed algorithm is applied for the vibration control of the three story shear building under Northridge earthquake. Control results by the proposed PNN and ANN are compared with each other.