Wind power prediction using Artificial Neural Network: article
This paper presents the application of Artificial Neural Network (ANN) in wind power prediction based on historical meteorolog'.ical data. ANN which is inspired by the functional aspects of biological neural networks is employed in this project due to its strong pattern recognition capabilities...
Saved in:
| Main Author: | |
|---|---|
| Format: | Article |
| Language: | en |
| Published: |
Faculty of Electrical Engineering
2010
|
| Subjects: | |
| Online Access: | https://ir.uitm.edu.my/id/eprint/129876/1/129876.pdf https://ir.uitm.edu.my/id/eprint/129876/ |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
| Summary: | This paper presents the application of Artificial Neural Network (ANN) in wind power prediction based on historical meteorolog'.ical data. ANN which is inspired by the functional aspects of biological neural networks is employed in this project due to its strong pattern recognition capabilities and its ability to model flexible linear or non-linear relationship among variables. A three layers feed-forward back-propagation neural network has been developed to predict the wind power _for the next hour. In order to get an accurate wind power prediction, several network structures, training algorithms and transfer functions have been developed and tested with different sets of data. The performance of a network will be determined by its convergence capability, and only the network with the best performance will be selected. |
|---|