基于空间填充设计和高斯随机过程的Savonius风力机数值参数分析

IF 1.3 4区 工程技术 Q3 CONSTRUCTION & BUILDING TECHNOLOGY Wind and Structures Pub Date : 2022-02-18 DOI:10.3390/wind2010007
A. Ubando, Rathana San, John Deric P. Cruz
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引用次数: 2

摘要

风能是一种可替代的清洁能源,可以满足日益增长的能源需求,并提供无污染的电力。随着城市的快速发展,高层建筑屋顶等风能资源丰富的地方是城市风力发电机组安装的绝佳地点。其中一种实用而简单的城市风力涡轮机是Savonius设计。它有一个简单的设计,易于维护,是非常实惠的。本文通过对城市应用中不同转子直径、转子高度和扭转角的Savonius风力发电机(SWT)进行设计评估。采用瞬态计算流体力学(CFD)方法,采用空间填充设计对不同的设计处理进行了评价。为了解决超立方体统计设计中的空间问题,采用了适合CFD等计算模拟结果评价的球体填充设计方法。采用高斯随机过程模型,通过模型拟合建立优化后SWT设计参数性能的变化趋势。结果表明,与传统的Savonius设计相比,优化后的SWT具有良好的自启动能力。此外,优化后的SWT峰值功率系数比以往的SWT设计结果更好。
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Savonius Wind Turbine Numerical Parametric Analysis Using Space-Filling Design and Gaussian Stochastic Process
Wind energy is an alternative source of clean energy to address the growing energy demand and provide pollution-free electricity. With the rapid development of urban areas, high wind energy resources such as high-rise building rooftops are excellent locations for urban wind turbine installation. One of the practical and simple urban wind turbines is the Savonius design. It has a simple design, easy to maintain, and is very affordable. This work focuses on the design evaluation of a Savonius wind turbine (SWT) by varying the rotor diameter, rotor height, and twist angle for urban applications. A transient computational fluid dynamics (CFD) approach is applied to assess the various design treatments using a space-filling design of experiments. To address the spaces in the hypercube statistical design, a sphere packing design method was adopted which suited the evaluation of computational simulations results such as that of the CFD. The Gaussian stochastic process model was applied to establish the trend of the parametric performance of the optimized SWT design through the model fitting. The results have shown that optimized SWT performs well with its self-starting capability compared to the traditional Savonius design. In addition, the optimized SWT has shown a better peak power coefficient compared with the results of previous works on the design of SWT.
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来源期刊
Wind and Structures
Wind and Structures 工程技术-工程:土木
CiteScore
2.70
自引率
18.80%
发文量
0
审稿时长
>12 weeks
期刊介绍: The WIND AND STRUCTURES, An International Journal, aims at: - Major publication channel for research in the general area of wind and structural engineering, - Wider distribution at more affordable subscription rates; - Faster reviewing and publication for manuscripts submitted. The main theme of the Journal is the wind effects on structures. Areas covered by the journal include: Wind loads and structural response, Bluff-body aerodynamics, Computational method, Wind tunnel modeling, Local wind environment, Codes and regulations, Wind effects on large scale structures.
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