Influence of atmospheric stability on wind farm layout optimization based on an improved Gaussian wake model

Journal of Wind Engineering and Industrial Aerodynamics(2021)

引用 19|浏览7
暂无评分
摘要
Atmospheric stability, which has received widespread attention in recent years, has a significant impact on the performance of wind farms. However, majority of traditional wind farm layout optimization (WFLO) studies assume that atmospheric stability is always neutral. Hence, to consider the influence of atmospheric stability, we developed a novel WFLO framework based on an improved Gaussian wake model. In this framework, local atmospheric stability was used as an important input parameter, and the calculation method of wind power generation was modified accordingly. The proposed method was applied to three ideal wind farms and one real wind farm (Horns Rev 1 wind farm) for layout optimization. The results illustrated that atmospheric stability had a critical influence on WFLO results. As the atmosphere became more stable, the number of wind turbines with low power generation levels in the optimized layout increased gradually, resulting in a decline in the overall power generation. Moreover, the layout optimized under traditional neutral assumption was not suitable for the actual atmospheric environment. However, correct consideration of local atmospheric stability distribution in WFLO will result in a layout with a higher power output. In the real-world scenario, the developed WFLO framework can comprehensively consider local wind resource conditions to obtain a more efficient and reliable optimized layout scheme.
更多
查看译文
关键词
Atmospheric stability,Wind farm layout optimization,Analytical wake model,Wind power generation,Differential evolution algorithm
AI 理解论文
溯源树
样例
生成溯源树,研究论文发展脉络
Chat Paper
正在生成论文摘要