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On the Prediction in Time Domain of Ship Non-Stationary Swaying Motions

Excerpt

The nonstationarity of real-life ship swaying motions is tested through the qualitative method combined with the quantitative method. A prediction method based on EMD is proposed to deal with the nonlinearity and nonstationarity of ship swaying motions, that is, Firstly, Empirical Mode Decomposition (EMD) is applied to decompose the ship swaying time series into some smooth and simple intrinsic mode functions (IMFs); then RBFNN is applied to each IMF prediction; lastly, all IMFs' prediction results are reconstructed to compose the final result. Prediction results show that the method based on EMD-RBFNN can improve the precision effectively, especially on the ship non-stationary swaying motions.

  • Abstract
  • Keywords
  • Introduction
  • 1 Nonstationarity of Ship Swaying Motions
  • 2 Empirical Mode Decomposition (EMD)
  • 3 Prediction of Ship Swaying Motion Based on EMD
  • 4 Experimental Results and Error Analysis
  • 5 Conclusions
  • Acknowledgments
  • References
Topics: Motion, Ships

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