The impact of land use constraints in multi-objective energy-noise wind farm layout optimization

被引:68
作者
Sorkhabi, Sami Yamani Douzi [1 ]
Romero, David A. [1 ]
Yan, Gary Kai [2 ]
Gu, Michelle Dao [3 ]
Moran, Joaquin [4 ]
Morgenroth, Michael [4 ]
Amon, Cristina H. [1 ]
机构
[1] Univ Toronto, Dept Mech & Ind Engn, Toronto, ON, Canada
[2] Univ British Columbia, Dept Mech Engn, Vancouver, BC V5Z 1M9, Canada
[3] Univ Toronto, Div Engn Sci, Toronto, ON, Canada
[4] Hatch Ltd, Renewable Power Div, Niagara Falls, ON, Canada
基金
加拿大自然科学与工程研究理事会;
关键词
Wind energy; Wind farms; Wind farm noise; Optimization; Evolutionary algorithms; Renewable energy; EVOLUTIONARY ALGORITHMS; TURBINES; DESIGN;
D O I
10.1016/j.renene.2015.06.026
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
Recently the environmental impact of onshore wind farms is receiving major attention from both governments and wind farm designers. As land is more extensively exploited for wind farms, it is more likely for wind turbines to be in proximity with human dwellings, infrastructure (e.g. roads, transmission lines), and natural habitats (e.g. rivers, lakes, forests). This proximity makes significant portions of land unusable for the designers, introducing a set of land-use constraints. In this study, we conduct a constrained and continuous-variable multi-objective optimization that considers energy and noise as its objective functions, based on Jensen's wake model and the ISO-9613-2 noise standard. A stochastic evolutionary algorithm (NSGA-II) solves the optimization problem, while the land-use constraints are handled with static and dynamic penalty functions. Results of this study illustrate the effect of constraint severity and spatial distribution of unusable land on the trade-off between energy generation and noise production. (C) 2015 Elsevier Ltd. All rights reserved.
引用
收藏
页码:359 / 370
页数:12
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