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Development of All-Sky Imager quality control methods and their evaluation in Eye2Sky nowcasting

Goerlitz, Arne (2025) Development of All-Sky Imager quality control methods and their evaluation in Eye2Sky nowcasting. Master's, Carl von Ossietzky Universität Oldenburg.

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Abstract

Accurate prediction of the energy production of photovoltaic systems requires precise weather forecasts of solar irradiance. Numerical weather prediction models and satellite-based forecast methods provide solar irradiance forecasts only with limited temporal and spatial resolution. All-sky imager systems can provide solar irradiance forecasts with high resolutions in the order of metres and minutes. The focus of this work is on the all-sky imager network Eye2Sky, a camera network located in the north-west of Germany, whose topology is unique due to its size and camera density.

This work addresses the question of how errors of all-sky imagers, e.g. soiling or interfering objects, do affect the interim and final results of the solar irradiance forecast. The physics-based forecast algorithm WobaS was the focus of this analysis. More precisely, the effect of errors on the cloud masking process, on the cloud base height estimation, as well as on the resulting irradiance maps of WobaS were analysed. Based on the findings of this analysis, methods for the detection and prevention of errors have been developed and validated. Finally, recommendations are given for the operation of all-sky imager networks with regard to quality control.

Item URL in elib:https://elib.dlr.de/215798/
Document Type:Thesis (Master's)
Title:Development of All-Sky Imager quality control methods and their evaluation in Eye2Sky nowcasting
Authors:
AuthorsInstitution or Email of AuthorsAuthor's ORCID iDORCID Put Code
Goerlitz, Arnearne.goerlitz (at) dlr.dehttps://orcid.org/0009-0000-5967-6345191885375
DLR Supervisors:
ContributionDLR SupervisorInstitution or E-MailDLR Supervisor's ORCID iD
Thesis advisorAgert, CarstenCarsten.Agert (at) dlr.dehttps://orcid.org/0000-0003-4733-5257
Thesis advisorStührenberg, JonasJonas.Stuehrenberg (at) dlr.deUNSPECIFIED
Date:4 August 2025
Open Access:Yes
Number of Pages:101
Status:Published
Keywords:all-sky imager, quality control, solar irradiance, photovoltaic
Institution:Carl von Ossietzky Universität Oldenburg
Department:Fakultät V - Mathematik und Naturwissenschaften
HGF - Research field:Energy
HGF - Program:Energy System Design
HGF - Program Themes:Energy System Transformation
DLR - Research area:Energy
DLR - Program:E SY - Energy System Technology and Analysis
DLR - Research theme (Project):E - Systems Analysis and Technology Assessment
Location: Oldenburg
Institutes and Institutions:Institute of Networked Energy Systems > Energy Systems Analysis, OL
Deposited By: Goerlitz, Arne
Deposited On:15 Sep 2025 12:29
Last Modified:15 Sep 2025 12:29

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