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Optimal Placement of Wind Turbines Using Novel Binary Invasive Weed Optimization

机译:基于新型二元入侵杂草优化的风力发电机组优化配置

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摘要

Wind turbines – which are significant in terms of clean energy production globally – are environmentally friendly, consistent and economical systems. Wind turbines, due to developing technology, have become one of the most widely used renewable energy resources, and every country has worked to satisfy its electricity demands with the help of wind energy. As the importance of wind energy increases all around the world, the importance of wind turbine placement also rises. In this study, the aim was to position wind turbines over a certain area of a wind farm to obtain maximum turbine power with minimum investment cost, thereby achieving the highest power efficiency. The experimental studies were conducted over a 2×2 km area; this area was divided into a 10×10 grid, and a 20×20 grid for more efficient placement. Because these operations occurred in a binary search space, Invasive Weed Optimization (IWO) – normally used to solve unceasing optimization problems – was used in this study by obtaining fourteen different binary Invasive Weed Optimization (BIWO1 to BIWO14) algorithms with the help of ten different transfer functions (four from the s-shaped family, four from the v-shaped family, two based on modulo 2, ceil, ceil-round, ceil-floor and round-floor). The proposed method was compared with other studies carried out in the binary search space found in published literature. As a result, it was seen that the proposed algorithm was an efficient algorithm for solving the problem of wind turbine placement to achieve an optimal placement.
机译:风力涡轮机-在全球清洁能源生产方面具有重要意义-是环保,一致且经济的系统。由于技术的发展,风力涡轮机已经成为使用最广泛的可再生能源之一,并且每个国家都在努力借助风力来满足其电力需求。随着风能在全世界范围内的重要性日益增加,风力涡轮机布置的重要性也在上升。在这项研究中,目标是将风力涡轮机放置在风电场的特定区域上,以最小的投资成本获得最大的涡轮机功率,从而实现最高的功率效率。实验研究在2×2 km的区域进行;该区域分为10×10的网格和20×20的网格,以提高放置效率。由于这些操作发生在二进制搜索空间中,因此本研究中使用了侵入性杂草优化(IWO)(通常用于解决不断优化的问题),并在十种不同的帮助下获得了十四种不同的二进制侵入性杂草优化(BIWO1至BIWO14)算法传递函数(四个来自S形族,四个来自V形族,两个基于模2,ceil,ceil-round,ceil-floor和round-floor)。将该方法与已发表文献中在二元搜索空间中进行的其他研究进行了比较。结果,可见所提出的算法是解决风力涡轮机布置问题以实现最佳布置的有效算法。

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