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Improving the performance of PV systems by faults detection using GISTEL approach

机译:通过使用GISTEL方法进行故障检测来提高光伏系统的性能

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摘要

In this paper, we present a new approach for detecting the faults in the photovoltaic systems based on the satellite image approach for estimating solar radiation data and DC output power calculations for detecting the failures. At first stage, the estimation of the hourly global horizontal solar radiation data has been evaluated by using the GISTEL (Gisement solaire par teledetection: Solar Radiation by Teledectection) model improved by the fuzzy logic technique. Thus, the results were compared with the ground solar radiation measurements. On the other hand, the comparison between the simulated and measured output DC powers was reached to find the nature of the faults in the PV array. The results showed a good accuracy and the simple implementation of the proposed approach. The estimation of the hourly solar radiation presents an NRMSE <0.22 using GISTEL model improved by fuzzy logic comparing with the estimation without fuzzy logic with an NRMSE = 0.2885 for clear sky and NRMSE = 0.2852 comparing with NRMSE = 0.3121 for cloudy sky.
机译:在本文中,我们提出了一种新的方法来检测光伏系统中的故障,该方法基于用于估计太阳辐射数据的卫星图像方法和用于检测故障的直流输出功率计算。在第一阶段,通过使用经过模糊逻辑技术改进的GISTEL模型(远距探测的电离层:远距探测的太阳辐射)评估了每小时全球水平太阳辐射数据的估计。因此,将结果与地面太阳辐射测量值进行了比较。另一方面,已对模拟输出直流功率和测量输出直流功率进行了比较,以找到PV阵列中故障的性质。结果表明,该方法具有良好的准确性和简单的实现方法。使用GISTEL模型估算的小时太阳辐射呈现NRMSE <0.22,与没有模糊逻辑的估算相比,晴天改善了NRMSE = 0.2885,多云天空的NRMSE = 0.2852与NRMSE = 0.3121比较。

著录项

  • 来源
    《Energy Conversion & Management》 |2014年第4期|298-304|共7页
  • 作者单位

    Laboratoire des Semi-conducteurs et Materiaux Fonctionnels, Universite Amar Telidji de Laghouat, BP 37G, Laghouat 03000, Algeria;

    Department of Physics, Faculty of Science, Abou Bekr Belkaid University, Tlemcen, BP 119, Tlemcen 13000, Algeria;

    Laboratoire des Semi-conducteurs et Materiaux Fonctionnels, Universite Amar Telidji de Laghouat, BP 37G, Laghouat 03000, Algeria;

    MNT Group, Electronic Engineering Department, UPC-BarcelonaTech, Campus Nord UPC, Jordi Girona 1-3, 08034 Barcelona, Spain;

  • 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

    Estimation of solar radiation; GISTEL model; Fault detection; Satellite images; PV systems;

    机译:估计太阳辐射;GISTEL模型;故障检测;卫星图像;光伏系统;

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