Journal article

A comparison of optimizers in a unified standard for optimization on wind farm layout optimization


Authors listCroonenbroeck, Carsten; Hennecke, David

Publication year2021

JournalEnergy

Volume number216

ISSN0360-5442

eISSN1873-6785

DOI Linkhttps://doi.org/10.1016/j.energy.2020.119244

PublisherElsevier


Abstract
Wind Farm Layout Optimization (WFLO) is a vivid field of research dealing with the difficult problem of optimally arranging a given number of wind turbines inside a local area (wind farm). There are several types of objective functions, varying optimization strategies, different sets of underlying data, assumptions and simplifications to the problem, among other issues making fair comparisons of problem solving techniques challenging. We discuss a new unified framework that provides highly accurate data, a modular approach to economically driven objective functions, and a unified and fair benchmark for mathematical optimizers that are easily plugged into that framework. Finally, we provide an exemplary work flow and use it to show a comparison study of optimizing techniques within the framework, focussing on types of optimizers frequently used in this field. (C) 2020 Elsevier Ltd. All rights reserved.



Citation Styles

Harvard Citation styleCroonenbroeck, C. and Hennecke, D. (2021) A comparison of optimizers in a unified standard for optimization on wind farm layout optimization, Energy, 216, Article 119244. https://doi.org/10.1016/j.energy.2020.119244

APA Citation styleCroonenbroeck, C., & Hennecke, D. (2021). A comparison of optimizers in a unified standard for optimization on wind farm layout optimization. Energy. 216, Article 119244. https://doi.org/10.1016/j.energy.2020.119244



Keywords


BenchmarkGENETIC ALGORITHMMATHEMATICAL-PROGRAMMING APPROACHNP-HardOpen dataPLACEMENTTURBINESWAKEWake modelsWFLOWind energyWind farm layout optimization

Last updated on 2025-02-04 at 00:34