An Experimental Investigation of FNN Model for Wind Speed Forecasting Using EEMD and CS
Joint Authors
Zhou, Qingping
Jiang, Haiyan
Han, Bohui
Wang, Jianzhou
Source
Mathematical Problems in Engineering
Issue
Vol. 2015, Issue 2015 (31 Dec. 2015), pp.1-13, 13 p.
Publisher
Hindawi Publishing Corporation
Publication Date
2015-05-04
Country of Publication
Egypt
No. of Pages
13
Main Subjects
Abstract EN
With depletion of traditional energy and increasing environmental problems, wind energy, as an alternative renewable energy, has drawn more and more attention internationally.
Meanwhile, wind is plentiful, clean, and environmentally friendly; moreover, its speed is a very important piece of information needed in the operations and planning of the wind power system.
Therefore, choosing an effective forecasting model with good performance plays a quite significant role in wind power system.
A hybrid CS-EEMD-FNN model is firstly proposed in this paper for multistep ahead prediction of wind speed, in which EEMD is employed as a data-cleaning method that aims to remove the high frequency noise embedded in the wind speed series.
CS optimization algorithm is used to select the best parameters in the FNN model.
In order to evaluate the effectiveness and performance of the proposed hybrid model, three other short-term wind speed forecasting models, namely, FNN model, EEMD-FNN model, and CS-FNN model, are carried out to forecast wind speed using data measured at a typical site in Shandong wind farm, China, over three seasons in 2011.
Experimental results demonstrate that the developed hybrid CS-EEMD-FNN model outperforms other models with more accuracy, which is suitable to wind speed forecasting in this area.
American Psychological Association (APA)
Wang, Jianzhou& Jiang, Haiyan& Han, Bohui& Zhou, Qingping. 2015. An Experimental Investigation of FNN Model for Wind Speed Forecasting Using EEMD and CS. Mathematical Problems in Engineering،Vol. 2015, no. 2015, pp.1-13.
https://search.emarefa.net/detail/BIM-1073890
Modern Language Association (MLA)
Wang, Jianzhou…[et al.]. An Experimental Investigation of FNN Model for Wind Speed Forecasting Using EEMD and CS. Mathematical Problems in Engineering No. 2015 (2015), pp.1-13.
https://search.emarefa.net/detail/BIM-1073890
American Medical Association (AMA)
Wang, Jianzhou& Jiang, Haiyan& Han, Bohui& Zhou, Qingping. An Experimental Investigation of FNN Model for Wind Speed Forecasting Using EEMD and CS. Mathematical Problems in Engineering. 2015. Vol. 2015, no. 2015, pp.1-13.
https://search.emarefa.net/detail/BIM-1073890
Data Type
Journal Articles
Language
English
Notes
Includes bibliographical references
Record ID
BIM-1073890