DocumentCode
2635337
Title
Comparison of fixed speed wind turbines models: A case study
Author
Bustos, Gonzalo ; Vargas, Luis S. ; Milla, Freddy ; Saez, Doris ; Zareipour, Hamid ; Nunez, A.
Author_Institution
Electr. Eng. Dept., Univ. de Chile, Santiago, Chile
fYear
2012
fDate
25-28 Oct. 2012
Firstpage
961
Lastpage
966
Abstract
This paper presents a model comparison of a fixed speed wind turbine (FSWT) operating on a real wind farm. By relying on real data obtained from a wind farm operating in the Chilean Interconnected System, three different models are identified and analyzed. First, a phenomenological model based on physical principles governing the production of electricity from wind power is considered. This model is fine-tuned in accordance with practical considerations, such as wind correction factors. Then, a linear model and a Takagi & Sugeno (T&S) fuzzy model are identified. From the experimental results, the linear model is the simplest one, but also the one that presents the worst performance indexes. The best prediction capability is obtained with the T&S model; however, in terms of interpretability, the phenomenological model outperforms the other two black-box models.
Keywords
fuzzy set theory; power system interconnection; wind turbines; Chilean interconnected system; FSWT; T&S model; Takagi & Sugeno fuzzy model; black-box model; electricity production; fixed speed wind turbine; linear model; phenomenological model; physical principles; wind correction factors; wind farm; Switches; Dynamic Simulation; Fixed Speed Wind Turbine; Fuzzy Modeling; Wind Turbine Model Validation;
fLanguage
English
Publisher
ieee
Conference_Titel
IECON 2012 - 38th Annual Conference on IEEE Industrial Electronics Society
Conference_Location
Montreal, QC
ISSN
1553-572X
Print_ISBN
978-1-4673-2419-9
Electronic_ISBN
1553-572X
Type
conf
DOI
10.1109/IECON.2012.6388937
Filename
6388937
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