TY - JOUR
T1 - Performance Analysis and Degradation of a Large Fleet of PV Systems
AU - Lindig, Sascha
AU - Ascencio-Vasquez, Julian
AU - Leloux, Jonathan
AU - Moser, David
AU - Reinders, Angele
N1 - Funding Information:
Manuscript received March 24, 2021; revised May 10, 2021; accepted June 15, 2021. Date of publication July 30, 2021; date of current version August 20, 2021. This work was supported by European Cooperation in Science and Technology (COST). (Corresponding author: Sascha Lindig.) Sascha Lindig is with EURAC Research, 39100 Bolzano, Italy, and also with the University of Ljubljana, Faculty of Engineering, 1000 Ljubljana, Slovenia (e-mail: [email protected]).
PY - 2021/9/1
Y1 - 2021/9/1
N2 - This article presents an initial performance analysis of a database of photovoltaic (PV) system performance time series collected within the European funded COST Action PEARL PV. The database contains monitoring data of over 8400 PV systems with accompanying metadata. The PV plants are small residential systems, primarily installed in Europe, with a high density in Belgium. In this initial study, the annual average performance ratio, the annual energy yield, and the performance loss rate of the systems are determined and evaluated. The systems have an average lifetime of 30.5 months. The annual mean performance ratio across all systems is 76.7 %; and the average yield is 954.9 kWh/kWp per year. The performance loss rate is calculated using three different statistical approaches and one irradiance data source. Average performance losses between 0.74 %/year and 0.86 %/year are calculated depending on the used approach. Furthermore, certain weather-dependent correlations are detected, such as decreasing performance ratio and increasing yield values with increasing irradiation. This study is a stepping-stone for further populating the present database, lessons learnt for handling large amounts of PV performance data, and carrying out performance studies of PV system fleets installed across Europe.
AB - This article presents an initial performance analysis of a database of photovoltaic (PV) system performance time series collected within the European funded COST Action PEARL PV. The database contains monitoring data of over 8400 PV systems with accompanying metadata. The PV plants are small residential systems, primarily installed in Europe, with a high density in Belgium. In this initial study, the annual average performance ratio, the annual energy yield, and the performance loss rate of the systems are determined and evaluated. The systems have an average lifetime of 30.5 months. The annual mean performance ratio across all systems is 76.7 %; and the average yield is 954.9 kWh/kWp per year. The performance loss rate is calculated using three different statistical approaches and one irradiance data source. Average performance losses between 0.74 %/year and 0.86 %/year are calculated depending on the used approach. Furthermore, certain weather-dependent correlations are detected, such as decreasing performance ratio and increasing yield values with increasing irradiation. This study is a stepping-stone for further populating the present database, lessons learnt for handling large amounts of PV performance data, and carrying out performance studies of PV system fleets installed across Europe.
KW - Big data analytics
KW - degradation
KW - Europe
KW - Market research
KW - Metadata
KW - Meteorology
KW - monitoring
KW - Monitoring
KW - PV system fleet
KW - PV systems
KW - Radiation effects
KW - system performance
KW - Time series analysis
UR - http://www.scopus.com/inward/record.url?scp=85111289935&partnerID=8YFLogxK
U2 - 10.1109/JPHOTOV.2021.3093049
DO - 10.1109/JPHOTOV.2021.3093049
M3 - Article
AN - SCOPUS:85111289935
SN - 2156-3381
VL - 11
SP - 1312
EP - 1318
JO - IEEE Journal of Photovoltaics
JF - IEEE Journal of Photovoltaics
IS - 5
M1 - 9502105
ER -