Statistical Model of Outdoor Perovskite Performance

Perovskite outdoor reliability is at the moment insufficient to allow for commercial use. The first step in improving the reliability is correctly assessing the outdoor performance, which is complicated by varying irradiance, module temperature and spectrum. In this contribution we propose a statistical model for outdoor performance of perovskites: a multiple linear regression model which can be trained on first month’s data. We show that with this model, we can accurately predict the performance of the perovskites under any occurring weather conditions, which can then be compared to the measured outdoor performance. With respect to alternative analysis methods, this offers an improved accuracy both in time and in the offered variable.

Publication Details

Journal
EU PVSEC
Published
2024-11-14
DOI
https://doi.org/10.4229/eupvsec2024/2bv.1.30
Primary Topic
Neonatal Respiratory Health Research
Type
article
Field-Weighted Citation Impact
0.00
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

Statistical Model of Outdoor Perovskite Performance

EU PVSEC
Neonatal Respiratory Health Research
article

Statistical Model of Outdoor Perovskite Performance

article en

Abstract

Perovskite outdoor reliability is at the moment insufficient to allow for commercial use. The first step in improving the reliability is correctly assessing the outdoor performance, which is complicated by varying irradiance, module temperature and spectrum. In this contribution we propose a statistical model for outdoor performance of perovskites: a multiple linear regression model which can be trained on first month’s data. We show that with this model, we can accurately predict the performance of the perovskites under any occurring weather conditions, which can then be compared to the measured outdoor performance. With respect to alternative analysis methods, this offers an improved accuracy both in time and in the offered variable.

EU PVSEC
Openalex Percentile: Top 48%
Neonatal Respiratory Health Research
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.

Statistical Model of Outdoor Perovskite Performance · EU PVSEC (2024) | TGRS Research Map | TGRS