Wind speed forecasting in the South Coast of Oaxaca, Mexico

被引:162
|
作者
Cadenas, Erasmo [1 ]
Rivera, Wilfrido [1 ]
机构
[1] Univ Nacl Autonoma Mexico, Ctr Invest Energia, Temixco 62580, Morelos, Mexico
关键词
wind speed; prediction; ARIMA; neural networks;
D O I
10.1016/j.renene.2006.10.005
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
Comparison of two techniques for wind speed forecasting in the South Coast of the state of Oaxaca, Mexico is presented in this paper. The Autoregressive Integrated Moving Average (ARIMA) and the Artificial Neural Networks (ANN) methods are applied to a time series conformed by 7 years of wind speed measurements. Six years were used in the formulation of the models and the last year was used to validate and compare the effectiveness of the generated prediction by the techniques mentioned above. Seasonal ARIMA models present a better sensitivity to the adjustment and prediction of the wind speed for this case in particular. Nevertheless, it was shown both developed models can be used to predict in a reasonable way, the monthly electricity production of the wind power stations in La Venta, Oaxaca, Mexico to support the operators of the Electric Utility Control Centre. (c) 2006 Elsevier Ltd. All rights reserved.
引用
收藏
页码:2116 / 2128
页数:13
相关论文
共 50 条
  • [31] In vitro methane and carbon dioxide production of tropical grasses of the coast of Oaxaca, Mexico
    Antonio Camacho-Escobar, Marco
    Marcela Galicia-Jimenez, Monica
    Ivan Sanchez-Bernal, Edgar
    Ysac Avila-Serrano, Narciso
    Jacobo Lopez-Garrido, Serafin
    TERRA LATINOAMERICANA, 2020, 38 (02) : 425 - 434
  • [32] Presence and variation of cyanobacteria related to the physical properties of soil on the coast of Oaxaca, Mexico
    Nieves Trujillo-Tapia, Ma
    Ramirez-Fuentes, E.
    Cervantes-Hernandez, P.
    TROPICAL ECOLOGY, 2016, 57 (03) : 503 - 511
  • [33] First summer records of Ospreys (Pandion haliaetus) along the coast of Oaxaca, Mexico
    Meraz, J
    González-Bravo, B
    JOURNAL OF RAPTOR RESEARCH, 2005, 39 (02) : 187 - 188
  • [34] New records of benthic hydroids (Cnidaria: Hydrozoa) from the coast of Oaxaca, Mexico
    Humara-Gil, Karla J.
    Cruz-Gomez, Christopher
    ZOOTAXA, 2018, 4455 (03) : 454 - 470
  • [35] Assessment of the offshore wind speed distributions at selected stations in the South-West Coast, Nigeria
    Olaofe, Zaccheus O.
    International Journal of Renewable Energy Research, 2017, 7 (02): : 565 - 577
  • [36] Wind speed forecasting in three different regions of Mexico, using a hybrid ARIMA-ANN model
    Cadenas, Erasmo
    Rivera, Wilfrido
    RENEWABLE ENERGY, 2010, 35 (12) : 2732 - 2738
  • [37] Wind speed forecasting in three different regions of Mexico, using a hybrid ARIMA-ANN model
    Facultad de Ingeniería Mecánica, Universidad Michoacana de San Nicolás de Hidalgo, Santiago Tapia No. 403, Centro, Mexico
    不详
    Renew. Energy, 12 (2732-2738):
  • [38] Sub-hourly forecasting of wind speed and wind energy
    Dupre, Aurore
    Drobinski, Philippe
    Alonzo, Bastien
    Badosa, Jordi
    Briard, Christian
    Plougonven, Riwal
    RENEWABLE ENERGY, 2020, 145 (145) : 2373 - 2379
  • [39] A Hybrid Model for Forecasting Wind Speed and Wind Power Generation
    Chang, G. W.
    Lu, H. J.
    Hsu, L. Y.
    Chen, Y. Y.
    2016 IEEE POWER AND ENERGY SOCIETY GENERAL MEETING (PESGM), 2016,
  • [40] Long Term Forecasting of Wind Speed for Wind Energy Application
    Aghbalou, Nihad
    Charki, Abderafi
    Elazzouzi, Saida R.
    Reklaoui, Kamal
    2018 6TH INTERNATIONAL RENEWABLE AND SUSTAINABLE ENERGY CONFERENCE (IRSEC), 2018, : 506 - 512