Title :
Outlier identification in outdoor measurement data - effects of different strategies on the performance descriptors of photovoltaic modules
Author :
Zhu, Jiang ; Qiu, Yingning ; Betts, Thomas R. ; Gottschalg, Ralph
Author_Institution :
Dept. of Electron. & Electr. Eng., Loughborough Univ., Loughborough, UK
Abstract :
Outdoor measurement campaigns of PV module performance are normally affected by a relatively large number of outliers. The aim of this paper is to develop a statistically sound approach of obtaining a dataset that allows one to analyse continuously monitored devices for use of high volume data measurements. This paper uses ISC as a self-reference parameter to measure the incident irradiance on the module, which largely eliminates the error due to differences in spectral and angular response between test and reference detector. The outlier identification procedure is based on statistical distribution analysis of different performance descriptors and it assures 0.99 confidence level and the same skewness for the remaining data. This approach can be applied to whole datasets as well as for data in specific irradiance-temperature bins. The developed methodology will be used to analyze outdoor data from different devices at different locations with reduced uncertainty. It is shown that this approach is particularly useful for obtaining lower uncertainties in low irradiance measurements.
Keywords :
photovoltaic power systems; power generation reliability; solar cells; solar power stations; solar radiation; statistical analysis; ISC; incident irradiance; outdoor measurement data; outlier identification; photovoltaic modules; self reference parameter; statistical distribution analysis; Automatic testing; Data analysis; Detectors; Monitoring; Particle measurements; Performance analysis; Photovoltaic systems; Solar power generation; Statistical distributions; Volume measurement;
Conference_Titel :
Photovoltaic Specialists Conference (PVSC), 2009 34th IEEE
Conference_Location :
Philadelphia, PA
Print_ISBN :
978-1-4244-2949-3
Electronic_ISBN :
0160-8371
DOI :
10.1109/PVSC.2009.5411160