On the choice of data transformation for modelling time series of significant wave height

被引:53
|
作者
Cunha, C [1 ]
Soares, CG [1 ]
机构
[1] Univ Tecn Lisboa, Inst Super Tecn, Unit Marine Technol & Engn, P-1096 Lisbon, Portugal
关键词
data transformation; time series modelling; wave height;
D O I
10.1016/S0029-8018(98)00014-6
中图分类号
U6 [水路运输]; P75 [海洋工程];
学科分类号
0814 ; 081505 ; 0824 ; 082401 ;
摘要
Autoregressive models have been shown to adequately model the time series of significant wave height. However, since this series exhibits a seasonal component and has a non-gaussian nature, it is necessary to transform the series before a model can be fit to the data. Two different transformations that have been used in earlier work are shown not to be appropriate for all types of applications. A third transformation is proposed here, which combines the better features of the two earlier ones and which is appropriate for simulation work. This is demonstrated with an example of a series from Figueira da Foz, a location of the Portuguese Coast. (C) 1998 Elsevier Science Ltd. All rights reserved.
引用
收藏
页码:489 / 506
页数:18
相关论文
共 50 条
  • [1] 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
  • [2] Nonstationary modelling of significant wave height using time series decomposition method
    Huang, Weinan
    Zhu, Xiaowen
    Jin, Yishuai
    Shen, Xingchen
    [J]. OCEAN ENGINEERING, 2024, 310
  • [3] TIME SERIES ANALYSIS OF SIGNIFICANT WAVE HEIGHT DATA FOR IDENTIFICATION OF TRENDS IN THE OCEAN WAVE CLIMATE
    Vanem, Erik
    Walker, Sam-Erik
    [J]. PROCEEDINGS OF THE ASME 32ND INTERNATIONAL CONFERENCE ON OCEAN, OFFSHORE AND ARCTIC ENGINEERING - 2013, VOL 2A, 2013,
  • [4] Identifying trends in the ocean wave climate by time series analyses of significant wave height data
    Vanem, Erik
    Walker, Sam-Erik
    [J]. OCEAN ENGINEERING, 2013, 61 : 148 - 160
  • [5] Detrended fluctuation analysis of significant wave height time series
    Cabrera, L.
    Rodriguez, G.
    [J]. COASTAL PROCESSES II, 2011, 149 : 333 - +
  • [6] Time series modeling of significant wave height in multiple scales, combining various sources of data
    Stefanakos, Ch. N.
    Athanassoulis, G. A.
    Barstow, S. F.
    [J]. JOURNAL OF GEOPHYSICAL RESEARCH-OCEANS, 2006, 111 (C10)
  • [7] Modelling distributions of significant wave height
    Ferreira, JA
    Soares, CG
    [J]. COASTAL ENGINEERING, 2000, 40 (04) : 361 - 374
  • [8] Modelling the long-term time series of significant wave height with non-linear threshold models
    Scotto, MG
    Soares, CG
    [J]. COASTAL ENGINEERING, 2000, 40 (04) : 313 - 327
  • [9] Modelling significant wave height in the North Atlantic
    Baxevani, A
    Rychlik, I
    Wilson, RJ
    [J]. PROCEEDINGS OF THE THIRTEENTH (2003) INTERNATIONAL OFFSHORE AND POLAR ENGINEERING CONFERENCE, VOL 3, 2003, : 30 - 37
  • [10] 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