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  4. Uncertainty propagation in financial models of photovoltaic systems
 
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2026
Journal Article
Title

Uncertainty propagation in financial models of photovoltaic systems

Abstract
Financial analysis has a long history of capturing the stochasticity of real-world phenomena. For informed investment decisions, it is crucial to understand and quantify uncertainty propagation from financial model input to output. Yet to that end, in the photovoltaics sector one has so far relied on coarse-grained approximations or extensive simulations. Here we present a numerically inexpensive approach that exactly traces uncertainty propagation on the level of probability distributions. It leverages analytic shortcuts through switching between different distribution representations, and only assumes independent input variables. With the financial analysis of a typical photovoltaic system as a case study, we use the approach to compute key financial metrics and demonstrate that their values can differ significantly from those obtained by standard approximations.
Author(s)
Wieland, Stefan  orcid-logo
Fraunhofer-Institut für Solare Energiesysteme ISE  
Gürsal, Utku
Fraunhofer-Institut für Solare Energiesysteme ISE  
Journal
Scientific Reports  
Open Access
File(s)
Download (2.93 MB)
Rights
CC BY 4.0: Creative Commons Attribution
DOI
10.1038/s41598-026-38053-1
10.24406/publica-7426
Additional link
Full text
Language
English
Fraunhofer-Institut für Solare Energiesysteme ISE  
Keyword(s)
  • economic analysis

  • uncertainty propagation

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