A platform for research: civil engineering, architecture and urbanism
A platform for research: civil engineering, architecture and urbanism
An Advanced and Improved Artificial Neural Network for the Prediction of Wave Overtopping
This paper focuses on new methods that have been implemented and tested in the artificial neural network (ANN) recently developed by the authors to predict the wave overtopping discharge. An improved representation of the non-significant wave overtopping conditions can be obtained by extending the training database of the existing ANN to include all the non-zero values. The modification of the ANN architecture by the set-up of a classifier-quantifier scheme to improve the prediction of both low and high values of the overtopping is also investigated and discussed. The accuracy of the improved ANN is finally verified through the prediction of new datasets.
An Advanced and Improved Artificial Neural Network for the Prediction of Wave Overtopping
This paper focuses on new methods that have been implemented and tested in the artificial neural network (ANN) recently developed by the authors to predict the wave overtopping discharge. An improved representation of the non-significant wave overtopping conditions can be obtained by extending the training database of the existing ANN to include all the non-zero values. The modification of the ANN architecture by the set-up of a classifier-quantifier scheme to improve the prediction of both low and high values of the overtopping is also investigated and discussed. The accuracy of the improved ANN is finally verified through the prediction of new datasets.
An Advanced and Improved Artificial Neural Network for the Prediction of Wave Overtopping
Zanuttigh, Barbara (author) / Formentin, Sara Mizar (author) / van der Meer, Jentsje W. (author)
Coastal Structures and Solutions to Coastal Disasters Joint Conference 2015 ; 2015 ; Boston, Massachusetts
2017-07-11
Conference paper
Electronic Resource
English
Neural network prediction of wave overtopping
| British Library Conference Proceedings | 2003
Neural network modelling of wave overtopping at coastal structures
| Elsevier | 2006
Wave Overtopping Database as the Starting Point for a Neural Network Prediction Method
| British Library Conference Proceedings | 2004
Neural Network Modelling of Wave Overtopping Over Coastal Structures
| British Library Conference Proceedings | 2005