Robust Performance Loss Rate Calculation for Photovoltaic Systems in High Latitude Locations

dc.contributor.authorKarttunen, Lauri
dc.contributor.authorAnttalainen, Väinö
dc.contributor.authorJouttijärvi, Sami
dc.contributor.authorKarhu, Juha A.
dc.contributor.authorHuerta, Hugo
dc.contributor.authorRanta, Samuli
dc.contributor.authorLindfors, Anders V.
dc.contributor.authorMiettunen, Kati
dc.contributor.organizationfi=materiaalitekniikka|en=Materials Engineering|
dc.contributor.organization-code1.2.246.10.2458963.20.80931480620
dc.converis.publication-id526903093
dc.converis.urlhttps://research.utu.fi/converis/portal/Publication/526903093
dc.date.accessioned2026-08-04T20:12:44Z
dc.description.abstract<p>Photovoltaic (PV) production grows rapidly in the Nordics, but literature on calculating long-term PV performance losses remains limited in these conditions, leading to inaccurate yield estimations and economic losses. To fill this knowledge gap, this contribution (1) shows typical PV performance characteristics, (2) obtains performance loss rates (PLRs) from multiple systems, and (3) assesses the best practices of PLR calculation under these conditions. For these objectives, we compared various methods for all steps of PLR calculation, including data filters, performance metrics, aggregation intervals, and statistical models for five systems (with 2.5–6 years of data) across Finland, from 60° to 67° N. Dark winters and snow coverage caused gaps and anomalies to the performance time series during wintertime, resulting in unrealistic PLRs. Excluding these anomalies with performance threshold filter improved the results. As the different methods can drastically affect the PLR value, an ensemble method consisting of an assessment of average PLR with over 700 calculation approaches was validated to be essential in identifying robust PLRs. Using this ensemble method, the system PLR estimates ranged from −−0.41%/year to −−2.65%/year. The data and codes are made publicly available, contributing to open access of PV datasets and allowing wider application of the PLR methodology.<br></p>
dc.identifier.eissn1099-159X
dc.identifier.jour-issn1062-7995
dc.identifier.urihttps://www.utupub.fi/handle/11111/62896
dc.identifier.urlhttps://doi.org/10.1002/pip.70130
dc.identifier.urnURN:NBN:fi-fe20260804115272
dc.language.isoen
dc.okm.affiliatedauthorKarttunen, Lauri
dc.okm.affiliatedauthorAnttalainen, Väinö
dc.okm.affiliatedauthorJouttijärvi, Sami
dc.okm.affiliatedauthorMiettunen, Kati
dc.okm.discipline216 Materials engineeringen_GB
dc.okm.discipline216 Materiaalitekniikkafi_FI
dc.okm.internationalcopublicationnot an international co-publication
dc.okm.internationalityInternational publication
dc.okm.typeA1 ScientificArticle
dc.publisherWiley
dc.publisher.countryUnited Statesen_GB
dc.publisher.countryYhdysvallat (USA)fi_FI
dc.publisher.country-codeUS
dc.relation.articlenumberpip.70130
dc.relation.doi10.1002/pip.70130
dc.relation.ispartofjournalProgress in Photovoltaics
dc.titleRobust Performance Loss Rate Calculation for Photovoltaic Systems in High Latitude Locations
dc.year.issued2026

Tiedostot

Näytetään 1 - 1 / 1
Ladataan...
Name:
Progress in Photovoltaics - 2026 - Karttunen - Robust Performance Loss Rate Calculation for Photovoltaic Systems in High.pdf
Size:
30.65 MB
Format:
Adobe Portable Document Format