Definition of Sines port wave regime using an ARTMAP artificial neural network with fuzzy logic

Techniques based on Artificial Neural Networks (ANN) have been increasingly applied to predict natural hazards. In this work, a Fuzzy ARTMAP ANN was trained to predict the wave regime at the entrance and inside the Sines Port, on the Portuguese west coast. In situ measurements, buoy data and results...

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Bibliographic Details
Main Author: Santos, F. (author)
Other Authors: Neves, D. R. (author), Reis, M. T. (author), Fortes, C. J. E. M. (author), Poseiro, P. (author)
Format: conferenceObject
Language:eng
Published: 2014
Subjects:
Online Access:http://repositorio.lnec.pt:8080/jspui/handle/123456789/1006156
Country:Portugal
Oai:oai:localhost:123456789/1006156
Description
Summary:Techniques based on Artificial Neural Networks (ANN) have been increasingly applied to predict natural hazards. In this work, a Fuzzy ARTMAP ANN was trained to predict the wave regime at the entrance and inside the Sines Port, on the Portuguese west coast. In situ measurements, buoy data and results from numerical modeling were used to train and validate the ANN. The wave regime was calculated for different points outside and inside the port. This methodology proved to be able to provide a fast and satisfactory response, especially useful in the scope of forecast and warning systems.