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
Link To Document :
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