1. Identity statement | |
Reference Type | Journal Article |
Site | plutao.sid.inpe.br |
Holder Code | isadg {BR SPINPE} ibi 8JMKD3MGPCW/3DT298S |
Identifier | 8JMKD3MGP3W/4873UQK |
Repository | sid.inpe.br/plutao/2022/12.12.17.27.53 (restricted access) |
Last Update | 2022:12.15.18.37.26 (UTC) lattes |
Metadata Repository | sid.inpe.br/plutao/2022/12.12.17.27.54 |
Metadata Last Update | 2023:01.03.16.52.57 (UTC) administrator |
DOI | 10.1016/j.seja.2022.100019 |
ISSN | 2667-1131 |
Label | lattes: 4747919070495468 3 JuncklausMartinsCMLMVRM:2022:SyReNo |
Citation Key | MartinsCMCBVRM:2022:SyReNo |
Title | Systematic review of nowcasting approaches for solar energy production based upon ground-based cloud imaging |
Year | 2022 |
Access Date | 2024, May 19 |
Type of Work | journal article |
Secondary Type | PRE PI |
Number of Files | 1 |
Size | 2034 KiB |
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2. Context | |
Author | 1 Martins, Bruno Juncklaus 2 Cerentini, Allan 3 Mantelli Neto, Sylvio Luiz 4 Chaves, Thiago Zimmermann Loureiro 5 Branco, Nicolas Moreira 6 Von Wangenheim, Aldo 7 Rüther, Ricardo 8 Marian Arrais, Juliana |
Resume Identifier | 1 2 3 8JMKD3MGP5W/3C9JJ9K |
Group | 1 2 3 DIIAV-CGCT-INPE-MCTI-GOV-BR |
Affiliation | 1 Universidade Federal de Santa Catarina (UFSC) 2 Universidade Federal de Santa Catarina (UFSC) 3 Instituto Nacional de Pesquisas Espaciais (INPE) 4 Universidade Federal de Santa Catarina (UFSC) 5 Universidade Federal de Santa Catarina (UFSC) 6 Universidade Federal de Santa Catarina (UFSC) 7 Universidade Federal de Santa Catarina (UFSC) 8 Universidade Federal de Santa Catarina (UFSC) |
Author e-Mail Address | 1 bruno.juncklaus@posgrad.ufsc.br 2 allan.cerentini@posgrad.ufsc.br 3 sylvio@lepten.ufsc.br 4 thiago.zlc@grad.ufsc.br 5 nicolas.branco@posgrad.ufsc.br 6 aldo.vw@ufsc.br 7 ricardo.ruther@ufsc.br 8 juliana.arrais@posgrad.ufsc.br |
Journal | Solar Energy Advances |
Volume | 2 |
Pages | 100019 |
History (UTC) | 2022-12-15 18:38:10 :: lattes -> administrator :: 2022 2023-01-03 16:52:57 :: administrator -> simone :: 2022 |
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3. Content and structure | |
Is the master or a copy? | is the master |
Content Stage | completed |
Transferable | 1 |
Content Type | External Contribution |
Version Type | publisher |
Keywords | Nowcasting clouds Solar Energy Image Processing Ground Photovoltaic |
Abstract | Nowcasting of solar energy considering clouds is important for photovoltaic solar plants and distributed systems. Clouds present a challenge for modeling, due to constant changes in shape and size, and are dependent on local atmospheric conditions. Several methods are being used for the automatic assessment of clouds from the surface to predict solar power generation, assisted by camera, side sensors, etc. During our research we did not find a Systematic Literature Review on this topic. This review is intended to search the related scientific articles to find the state of the art in the area from the period of 20112020. We found 65 articles to review after the metaanalysis. We look for the main short-term forecasting methods used. The majority of articles rely on classical statistics approaches based on historical data. Yet recent articles show that this trend might be shifting towards Machine Learning approaches. Our analysis shows that most articles found are based on images captured by fish-eye lenses using a single camera. The most common forecasting techniques are Artificial Neural Networks and Convolutional Neural Networks, with the root mean squared error being the most predominant error metric used for model validation among both classical and Machine Learning approaches. |
Area | CST |
Arrangement | urlib.net > BDMCI > Fonds > Produção a partir de 2021 > CGCT > Systematic review of... |
doc Directory Content | access |
source Directory Content | there are no files |
agreement Directory Content | there are no files |
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4. Conditions of access and use | |
Language | en |
Target File | 1-s2.0-S2667113122000079-main.pdf |
User Group | lattes |
Reader Group | administrator lattes |
Visibility | shown |
Read Permission | deny from all and allow from 150.163 |
Update Permission | not transferred |
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5. Allied materials | |
Next Higher Units | 8JMKD3MGPCW/46KUATE |
Citing Item List | sid.inpe.br/mtc-m21/2012/07.13.15.00.44 2 sid.inpe.br/bibdigital/2022/04.03.22.23 2 |
Dissemination | PORTALCAPES |
Host Collection | dpi.inpe.br/plutao@80/2008/08.19.15.01 |
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6. Notes | |
Empty Fields | alternatejournal archivingpolicy archivist callnumber copyholder copyright creatorhistory descriptionlevel e-mailaddress format isbn lineage mark mirrorrepository month nextedition notes number orcid parameterlist parentrepositories previousedition previouslowerunit progress project rightsholder schedulinginformation secondarydate secondarykey secondarymark session shorttitle sponsor subject tertiarymark tertiarytype url |
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7. Description control | |
e-Mail (login) | simone |
update | |
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