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Benchmarking of solar irradiance nowcast performance derived from all-sky imagers

Logothetis, Stavros and Salamalikis, Vasilios and Wilbert, Stefan and Remund, Jan and Zarzalejo, L. F. and Xie, Yu and Nouri, Bijan and Ntavelis, Evangelos and Nou, Julien and Hendrikx, Niels and Visser, Lenard and Sengupta, Manajit and Pó, Mário and Chauvin, Remi and Grieu, Stephane and Blum, Niklas and van Sark, Willfried and Kazantzidis, Andreas (2022) Benchmarking of solar irradiance nowcast performance derived from all-sky imagers. Renewable Energy (199), pp. 246-261. Elsevier. doi: 10.1016/j.renene.2022.08.127. ISSN 0960-1481.

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Official URL: https://www.sciencedirect.com/science/article/abs/pii/S0960148122013027?via%3Dihub

Abstract

Fluctuations of the incoming solar irradiance impact the power generation from photovoltaic and concentrating solar thermal power plants. Accurate solar nowcasting becomes necessary to detect these sudden changes of generated power and to provide the desired information for optimal exploitation of solar systems. In the framework of the International Energy Agency’s Photovoltaic Power Systems Program Task 16, a benchmarking exercise has been conducted relying on a bouquet of solar nowcasting methodologies by all-sky imagers (ASI). In this paper, four ASI systems nowcast the Global Horizontal Irradiance (GHI) with a time forecast ranging from 1 to 20 min during 28 days with variable cloud conditions spanning from September to November 2019 in southern Spain. All ASIs demonstrated their ability to accurately nowcast GHI, with RMSE ranging from 6.9% to 18.1%. Under cloudy conditions, all ASIs’ nowcasts outperform the persistence models. Under clear skies, three ASIs are better than persistence. Discrepancies in the observed nowcasting performance become larger at increasing forecast horizons. The findings of this study highlight the feasibility of ASIs to reliably nowcast GHI at different sky conditions, time intervals and horizons. Such nowcasts can be used either to estimate solar power at distant times or detect sudden GHI fluctuations.

Item URL in elib:https://elib.dlr.de/188299/
Document Type:Article
Title:Benchmarking of solar irradiance nowcast performance derived from all-sky imagers
Authors:
AuthorsInstitution or Email of AuthorsAuthor's ORCID iDORCID Put Code
Logothetis, StavrosLab. of Atmosph. Physics, Uni Patras, GreeceUNSPECIFIEDUNSPECIFIED
Salamalikis, VasiliosLab. of Atmosph. Physics, Uni Patras, GreeceUNSPECIFIEDUNSPECIFIED
Wilbert, StefanUNSPECIFIEDhttps://orcid.org/0000-0003-3573-3004UNSPECIFIED
Remund, JanmeteotestUNSPECIFIEDUNSPECIFIED
Zarzalejo, L. F.UNSPECIFIEDUNSPECIFIEDUNSPECIFIED
Xie, YuNational Renewable Energy Laboratory, 1617 Cole Blvd, Golden, CO, 80401, USAUNSPECIFIEDUNSPECIFIED
Nouri, BijanUNSPECIFIEDhttps://orcid.org/0000-0002-9891-1974UNSPECIFIED
Ntavelis, EvangelosComputer Vision Lab, ETH Zurich, Sternwartstrasse 7, 8092, Zürich, SwitzerlandUNSPECIFIEDUNSPECIFIED
Nou, JulienPROMES-CNRS, Rambla de la thermodynamique, 66100, Perpignan, FranceUNSPECIFIEDUNSPECIFIED
Hendrikx, NielsCopernicus Institute of Sustainable Development, Utrecht University, Princetonlaan 8, 3584 CB, Utrecht, the NetherlandsUNSPECIFIEDUNSPECIFIED
Visser, LenardUni UtrechtUNSPECIFIEDUNSPECIFIED
Sengupta, ManajitNRELUNSPECIFIEDUNSPECIFIED
Pó, MárioEKO INSTRUMENTS Europe B.V., 2521 AL, Den Haag, the NetherlandsUNSPECIFIEDUNSPECIFIED
Chauvin, RemiPROMECA Ing´enierie, 1 rue des Iles, 38420, Dom`ene, FranceUNSPECIFIEDUNSPECIFIED
Grieu, StephaneUniversit´e de Perpignan/PROMES Laboratory of Processes, Materials and Solar Energy, Rambla de la Thermodynamique, 66100, Perpignan, FranceUNSPECIFIEDUNSPECIFIED
Blum, NiklasUNSPECIFIEDhttps://orcid.org/0000-0002-1541-7234UNSPECIFIED
van Sark, WillfriedCopernicus Institute of Sustainable Development, Utrecht University, Princetonlaan 8, 3584 CB, Utrecht, the NetherlandsUNSPECIFIEDUNSPECIFIED
Kazantzidis, AndreasLab. of Atm. Physics, Aristotle Univ., Thessaloniki, GRUNSPECIFIEDUNSPECIFIED
Date:3 September 2022
Journal or Publication Title:Renewable Energy
Refereed publication:Yes
Open Access:Yes
Gold Open Access:No
In SCOPUS:Yes
In ISI Web of Science:Yes
DOI:10.1016/j.renene.2022.08.127
Page Range:pp. 246-261
Publisher:Elsevier
Series Name:Renewable Energy
ISSN:0960-1481
Status:Published
Keywords:All-sky imagers Benchmarking Solar irradiance nowcasting Forecasting
HGF - Research field:Energy
HGF - Program:Materials and Technologies for the Energy Transition
HGF - Program Themes:High-Temperature Thermal Technologies
DLR - Research area:Energy
DLR - Program:E SW - Solar and Wind Energy
DLR - Research theme (Project):E - Condition Monitoring
Location: Köln-Porz
Institutes and Institutions:Institute of Solar Research > Qualification
Deposited By: Nouri, Bijan
Deposited On:30 Sep 2022 09:40
Last Modified:01 Sep 2024 03:00

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