Subscribe Now Subscribe Today
Science Alert
 
FOLLOW US:     Facebook     Twitter
Blue
   
Curve Top
Journal of Applied Sciences
  Year: 2011 | Volume: 11 | Issue: 14 | Page No.: 2634-2639
DOI: 10.3923/jas.2011.2634.2639
 
Facebook Twitter Digg Reddit Linkedin StumbleUpon E-mail
Modeling of Wind Speed for Palestine Using Artificial Neural Network
Tamer Khatib and Samer AlSadi

Abstract:
This study presents a wind speed prediction using Feedback forward artificial neural networks for two sites in Palestine which are Ramallah and Nablus. MATLAB is used to develop and train the proposed network using weather records for Palestine. However, three statistical values are used to evaluate the proposed networks. These statistical values are mean absolute percentage error, MAPE, mean bias error, MBE and root mean square error, RMSE. Based on results, the proposed network predicts an accurate daily wind speed values. The MAPE, RMSE and MBE values for the predicted daily wind speed values for Ramallah city are 8%, 0.5305 (12.15%) and -0.0192 (-0.441%). Meanwhile, the MAPE, RMSE and MBE values for predicted daily wind speed values for Nablus city are 9.25%, 0.8407 (14.94%) and 0.09 (1.6%), respectively. Such proposed approach helps in weather forecasting and estimating the output power of a wind turbine.
PDF Fulltext XML References Citation Report Citation
 RELATED ARTICLES:
  •    Learning Logic Programming in Radial Basis Function Network via Genetic Algorithm
  •    A Rule Extraction Algorithm That Scales Between Fidelity and Comprehensibility
How to cite this article:

Tamer Khatib and Samer AlSadi, 2011. Modeling of Wind Speed for Palestine Using Artificial Neural Network. Journal of Applied Sciences, 11: 2634-2639.

DOI: 10.3923/jas.2011.2634.2639

URL: https://scialert.net/abstract/?doi=jas.2011.2634.2639

COMMENTS
23 April, 2012
priya:
How can I get the data base of solar and wind energy so that more work can be extended further. Please help me out.
24 April, 2012
Tamer Khatib:
do you mean for Palestine ??

i have some records for some regions. you may contact me via email to get them

thank you
 
COMMENT ON THIS PAPER
 
 
 

 

 
 
 
 
 
 
 
 
 

 
 
 
 
 
 
 

       

       

Curve Bottom