ABSTRACT The damage analysis of coastal structure is very important as it involves many design parameters to be considered for the better and safe design of structure. In the present study experimental data for non-reshaped berm breakwater are collected from Marine Structures Laboratory, Department of Applied Mechanics and Hydraulics, NITK, Surathkal, India. Soft computing techniques like Artificial Neural Network (ANN), Support Vector Machine (SVM) and Adaptive Neuro Fuzzy Inference system (ANFIS) models are constructed using experimental data sets to predict the damage level of non-reshaped berm breakwater. The experimental data are used to train ANN, SVM and ANFIS models and results are determined in terms of statistical measures like mean square error, root mean square error, correla-tion coefficient and scatter index. The result shows that soft computing techniques i.e., ANN, SVM and ANFIS can be efficient tools in predicting damage levels of non reshaped berm breakwater.


    Zugriff

    Zugriff über TIB

    Verfügbarkeit in meiner Bibliothek prüfen

    Bestellung bei Subito €


    Exportieren, teilen und zitieren



    Titel :

    Damage level prediction of non-reshaped berm breakwater using ANN, SVM and ANFIS models


    Beteiligte:
    Mandal, Sukomal (Autor:in) / Rao, Subba (Autor:in) / N., Harish (Autor:in)


    Erscheinungsdatum :

    2012




    Medientyp :

    Aufsatz (Zeitschrift)


    Format :

    Print


    Sprache :

    Englisch


    Klassifikation :

    BKL:    55.40 Schiffstechnik, Schiffbau / 50.92 Meerestechnik, Meerestechnik / 55.40 Schiffstechnik, Schiffbau, Schiffstechnik, Schiffbau / 50.92 Meerestechnik



    Damage level prediction of non-reshaped berm breakwater using ANN, SVM and ANFIS models

    Sukomal Mandal / Subba Rao / N. Harish et al. | DOAJ | 2012

    Freier Zugriff

    Numerical Simulation of Wave Overtopping Over Composite Berm Breakwater

    Seyed Morteza Marashian / Mehdi Adjami / Ahmad Rezaee Mazyak | DOAJ | 2019

    Freier Zugriff

    3-D Model Researches on Berm Breakwater for More Reliable Design and Construction

    Homsi, A. / Brazilian Water Resources Association | British Library Conference Proceedings | 1995



    Influence of Wave Parameters on Reshaping of Statically Stable Berm Breakwater in Shallow Water

    Rao, Subba / Rao K, Balakrishna | HENRY – Bundesanstalt für Wasserbau (BAW) | 2010

    Freier Zugriff