DocumentCode
621573
Title
Study on load forecasting of an actual micro-grid system in Taiwan
Author
Sun, Zhi-Chao ; Chen, Tsai-Hsiang ; Lian, Kuo-Lung ; Kuo, Cheng-Chien ; Cheng, I-Ta ; Chang, Yung-Ruei ; Ho, Yuan-Hsiang
Author_Institution
National Taiwan University of Science and Technology Taipei, Taiwan
fYear
2013
fDate
28-31 May 2013
Firstpage
1
Lastpage
7
Abstract
In microgrid operation control, load forecasting plays an essential role in enhancing the security of the microgrid operation and in optimizing the energy dispatch. In this paper, two models of load forecasting very short term and short term models are studied. The very short term models forecast the load from several minutes ahead until 1 hour ahead. It can be used for security control in the prevention and emergency condition. Short term models that forecast the load from several hours ahead until several days ahead can be used to plan the energy dispatch. This study provides online load forecasting models for both very short and short terms. The models are based on Back-Propagation Neural Networks (BPNN). The prediction results are verified with the actual time series load.
Keywords
Data models; Indexes; Load forecasting; Load modeling; Microgrids; Predictive models; Temperature distribution; Microgrid; load forecast; neural network;
fLanguage
English
Publisher
ieee
Conference_Titel
Industrial Electronics (ISIE), 2013 IEEE International Symposium on
Conference_Location
Taipei, Taiwan
ISSN
2163-5137
Print_ISBN
978-1-4673-5194-2
Type
conf
DOI
10.1109/ISIE.2013.6563628
Filename
6563628
Link To Document