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Detection and Assessment of Partial Shading Scenarios on Photovoltaic Strings

机译:光伏灯串部分遮挡场景的检测和评估

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摘要

There has been growing interest in using photovoltaic (PV) energy harvesting technology to reduce reliance on mineral-based energy. Partial shading scenarios (PSS) significantly affect the electrical characteristics of a PV generator. However, a few studies have devoted to the detection and assessment of the PSS. In this paper, shading rate and shading strength are used to characterize the PSS. A shading pattern detection algorithm is proposed to estimate the number of shaded modules in a PV string and distinguish the PSS from uniform irradiation scenarios. A multiple-output support vector regression is applied to estimate the shading strength. In addition, the maximum power point voltage of the applied PV generation system can be predicted from measured data. Simulation and experimental validation show the feasibility of the proposed method in the face of various environmental conditions. It could be used as a preliminary step toward automatic supervision and monitoring PV generation system.
机译:使用光伏(PV)能量收集技术以减少对矿物基能源的依赖已引起越来越多的关注。部分阴影场景(PSS)会严重影响PV发电机的电气特性。但是,一些研究致力于PSS的检测和评估。在本文中,遮光率和遮光强度用于表征PSS。提出了一种阴影模式检测算法,以估计PV灯串中阴影模块的数量,并将PSS与均匀照射场景区分开。应用多输出支持向量回归来估计阴影强度。另外,可以从测量数据预测所应用的PV发电系统的最大功率点电压。仿真和实验验证表明了该方法在各种环境条件下的可行性。它可以用作朝着自动监控光伏发电系统迈出的第一步。

著录项

  • 来源
    《Industry Applications, IEEE Transactions on》 |2018年第6期|6279-6289|共11页
  • 作者单位

    Department of Computer Science and Software Engineering, AI University Research Center, Xi’an Jiaotong-Liverpool University, Suzhou, China;

    School of Electronic and Information Engineering, Suzhou University of Science and Technology, Suzhou, China;

    Department of Computer Science and Software Engineering, AI University Research Center, Xi’an Jiaotong-Liverpool University, Suzhou, China;

    Department of Electrical and Electronic Engineering, Xi’an Jiaotong-Liverpool University, Suzhou, China;

    Department of Electrical and Electronic Engineering, Xi’an Jiaotong-Liverpool University, Suzhou, China;

    Department of Electrical and Electronic Engineering, Xi’an Jiaotong-Liverpool University, Suzhou, China;

  • 收录信息 美国《科学引文索引》(SCI);美国《工程索引》(EI);
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    Radiation effects; Resistance; Temperature measurement; Semiconductor diodes; Photovoltaic systems;

    机译:辐射效应电阻温度测量半导体二极管光伏系统;

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