Comparison of fixed speed wind turbines models: A case study

Gonzalo Bustos*, Luis S. Vargas, Freddy Milla, Doris Saez, Hamid Zareipour, Alfredo Nunez

*Corresponding author for this work

Research output: Chapter in Book/Conference proceedings/Edited volumeConference contributionScientificpeer-review

6 Citations (Scopus)

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.

Original languageEnglish
Title of host publicationProceedings IECON 2012 - 38th Annual Conference on IEEE Industrial Electronics Society
Place of PublicationPiscataway, NJ, USA
PublisherIEEE
Pages961-966
ISBN (Print)9781467324212
DOIs
Publication statusPublished - 2012
Event38th Annual Conference on IEEE Industrial Electronics Society, IECON 2012 - Montreal, QC, Canada
Duration: 25 Oct 201228 Oct 2012

Conference

Conference38th Annual Conference on IEEE Industrial Electronics Society, IECON 2012
Country/TerritoryCanada
CityMontreal, QC
Period25/10/1228/10/12

Keywords

  • Dynamic Simulation
  • Fixed Speed Wind Turbine
  • Fuzzy Modeling
  • Wind Turbine Model Validation

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