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Surface Irradiance Distribution Mapping Model for Photovoltaic Power Station Based on Ground-based Sky Images

机译:基于地面天空图像的光伏电站表面辐照度分布映射模型

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Solar irradiance is one of the most crucial factors affecting the photovoltaic (PV) power output. Accurate solar irradiance forecasting can help predict future PV power generation for grid managers, thus to mitigate the adverse effect of random PV power on the power grid. However, research on real-time surface irradiance distribution in a certain region still not be presented in previous studies, which can bring further convenience to solar power forecasting and power grid dispatching work. In this paper, a surface irradiance distribution mapping model for PV power station based on ground-based sky images is proposed. First, we process raw sky image with distortion rectification and background message dislodged. Then after cloud motion displacement calculation by hybrid Fourier phase correlation (HFPC) theory, we extract the gray level and position information of pixels in sky images to explore the mapping relationship between sky image and solar irradiance. Subsequently, an adaptive sky image-irradiance mapping model is built, trained, and updated according to real-time sky images and solar irradiance. Simulation results show that the proposed method in relation to forecast can achieve real-time surface irradiance distribution mapping at quite high accuracy.
机译:太阳辐照度是影响光伏(PV)功率输出的最关键因素之一。准确的太阳辐照度预测可以帮助预测电网管理者未来的光伏发电量,从而减轻随机光伏发电对电网的不利影响。但是,以前的研究仍未对某一区域的实时地面辐照度分布进行研究,这将为太阳能发电预测和电网调度工作带来更多的便利。本文提出了一种基于地面天空图像的光伏电站地面辐照度分布映射模型。首先,我们处理原始天空图像,并进行失真校正和去除背景信息。然后,通过混合傅里叶相位相关(HFPC)理论计算云运动位移,我们提取了天空图像中像素的灰度和位置信息,以探索天空图像与太阳辐照度之间的映射关系。随后,根据实时天空图像和太阳辐照度,建立,训练和更新自适应天空图像-辐照度映射模型。仿真结果表明,所提出的预测方法能够以很高的精度实现实时的表面辐照度分布图。

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