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Power Optimization for Adaptive Wind Turbine: Case Study on Islanded and Grid Connected

机译:自适应风力发电机的功率优化:孤岛和并网的案例研究

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Wind energy is not commonly used in Indonesia although it has great potential. The main problem of wind power generation is the uncertain level of power that can be generated because of unsteady wind condition. To minimize that problem, this paper will estimate the wind speed using ANN with Levenberg-Marquardt backpropagation method, based on wind speed data from the previous studies. After obtaining the result of wind speed prediction, the value of pitch angle and turbine rotor speed will be established to make output wind turbine optimal. The method of optimization process is GA which the value of blade pitch angle and turbine rotor speed is spread out randomly. This random calculation will provide blade pitch angle and turbine rotor speed parameter when the power output is optimal. The case study in this research is using wind turbine in islanded and grid connected.
机译:尽管风能具有巨大的潜力,但它在印度尼西亚并不常用。风力发电的主要问题是由于不稳定的风力条件而可能产生的不确定功率。为了最小化该问题,本文将基于先前研究的风速数据,使用Levenberg-Marquardt反向传播方法使用ANN估算风速。在获得风速预测结果之后,将确定桨距角和涡轮转子速度的值,以使输出风力涡轮机达到最佳。优化过程的方法是GA,叶片桨距角和涡轮转子速度的值随机分布。当功率输出最佳时,该随机计算将提供叶片桨距角和涡轮转子速度参数。本研究中的案例研究是在孤岛和电网连接中使用风力涡轮机。

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