Modelling the long-term time series of significant wave height with non-linear threshold models

被引:38
|
作者
Scotto, MG [1 ]
Soares, CG [1 ]
机构
[1] Univ Tecn Lisboa, Unit Marine Technol & Engn, Inst Super Tecn, P-1049001 Lisbon, Portugal
关键词
long-term time series; significant wave height; non-linear threshold models;
D O I
10.1016/S0378-3839(00)00016-8
中图分类号
TU [建筑科学];
学科分类号
0813 ;
摘要
Linear autoregressive models and nun-linear threshold autoregressive (TAR) models are used in the present work tu describe the time series of the significant wave height of sea-states at Figueira da Foz, located in the Portuguese coast. The seasonal components of this series are identified and a TAR model with two regimes is proposed. A simulation study was carried out with the purpose of verifying if both the non-linear and linear models are suited to describe the probabilistic structure of the process. it is shown that both methods are adequate to describe the lower statistical moments of the original data, but the non-linear model represents better the skewness and the kurtosis of the data. (C) 2000 Elsevier Science B.V. All rights reserved.
引用
收藏
页码:313 / 327
页数:15
相关论文
共 50 条
  • [1] Modelling the long-term distribution of significant wave height with the Beta and Gamma models
    Ferreira, JA
    Soares, CG
    [J]. OCEAN ENGINEERING, 1999, 26 (08) : 713 - 725
  • [2] A novel method for long-term time series analysis of significant wave height
    Kang, Byung Ho
    Kim, Tae Ho
    Kong, Gil Young
    [J]. TECHNO-OCEAN 2016: RETURN TO THE OCEANS, 2016, : 478 - 484
  • [3] Modelling uncertainty in long-term predictions of significant wave height
    Soares, CG
    Scotto, M
    [J]. OCEAN ENGINEERING, 2001, 28 (03) : 329 - 342
  • [4] Multiscale time series modelling of significant wave height
    Stefanakos, CN
    Athanassoulis, GA
    Barstow, SF
    [J]. PROCEEDINGS OF THE TWELFTH (2002) INTERNATIONAL OFFSHORE AND POLAR ENGINEERING CONFERENCE, VOL 3, 2002, : 66 - 73
  • [5] A NONSTATIONARY STOCHASTIC-MODEL FOR LONG-TERM TIME-SERIES OF SIGNIFICANT WAVE HEIGHT
    ATHANASSOULIS, GA
    STEFANAKOS, CN
    [J]. JOURNAL OF GEOPHYSICAL RESEARCH-OCEANS, 1995, 100 (C8) : 16149 - 16162
  • [6] Linear models of the time series of significant wave height on the Southwest Coast of Portugal
    Soares, CG
    Ferreira, AM
    Cunha, C
    [J]. COASTAL ENGINEERING, 1996, 29 (1-2) : 149 - 167
  • [7] Long term prediction of non-linear time series using multiresolution wavelet models
    Wei, HL
    Billings, SA
    [J]. INTERNATIONAL JOURNAL OF CONTROL, 2006, 79 (06) : 569 - 580
  • [8] Representation of non-stationary time series of significant wave height with autoregressive models
    Soares, CG
    Ferreira, AM
    [J]. PROBABILISTIC ENGINEERING MECHANICS, 1996, 11 (03) : 139 - 148
  • [9] On the choice of data transformation for modelling time series of significant wave height
    Cunha, C
    Soares, CG
    [J]. OCEAN ENGINEERING, 1999, 26 (06) : 489 - 506
  • [10] NON-LINEAR TIME-SERIES MODELS
    CIPRA, T
    [J]. EKONOMICKO-MATEMATICKY OBZOR, 1983, 19 (02): : 164 - 178