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Detrended Multiple Cross-Correlation Coefficient applied to solar radiation, air temperature and relative humidity
Due to the importance of generating energy sustainably, with the Sun being a large solar power plant for the Earth, we study the cross-correlations between the main meteorological variables (global solar radiation, air temperature, and relative air humidity) from a global cross-correlation perspecti...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group UK
2019
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6930259/ https://www.ncbi.nlm.nih.gov/pubmed/31874976 http://dx.doi.org/10.1038/s41598-019-56114-6 |
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author | Brito, Andrea de Almeida Araújo, Heráclio Alves de Zebende, Gilney Figueira |
author_facet | Brito, Andrea de Almeida Araújo, Heráclio Alves de Zebende, Gilney Figueira |
author_sort | Brito, Andrea de Almeida |
collection | PubMed |
description | Due to the importance of generating energy sustainably, with the Sun being a large solar power plant for the Earth, we study the cross-correlations between the main meteorological variables (global solar radiation, air temperature, and relative air humidity) from a global cross-correlation perspective to efficiently capture solar energy. This is done initially between pairs of these variables, with the Detrended Cross-Correlation Coefficient, ρ(DCCA), and subsequently with the recently developed Multiple Detrended Cross-Correlation Coefficient, [Formula: see text] . We use the hourly data from three meteorological stations of the Brazilian Institute of Meteorology located in the state of Bahia (Brazil). Initially, with the original data, we set up a color map for each variable to show the time dynamics. After, ρ(DCCA) was calculated, thus obtaining a positive value between the global solar radiation and air temperature, and a negative value between the global solar radiation and air relative humidity, for all time scales. Finally, for the first time, was applied [Formula: see text] to analyze cross-correlations between three meteorological variables at the same time. On taking the global radiation as the dependent variable, and assuming that [Formula: see text] (which varies from 0 to 1) is the ideal value for the capture of solar energy, our analysis finds some patterns (differences) involving these meteorological stations with a high intensity of annual solar radiation. |
format | Online Article Text |
id | pubmed-6930259 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2019 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
spelling | pubmed-69302592019-12-27 Detrended Multiple Cross-Correlation Coefficient applied to solar radiation, air temperature and relative humidity Brito, Andrea de Almeida Araújo, Heráclio Alves de Zebende, Gilney Figueira Sci Rep Article Due to the importance of generating energy sustainably, with the Sun being a large solar power plant for the Earth, we study the cross-correlations between the main meteorological variables (global solar radiation, air temperature, and relative air humidity) from a global cross-correlation perspective to efficiently capture solar energy. This is done initially between pairs of these variables, with the Detrended Cross-Correlation Coefficient, ρ(DCCA), and subsequently with the recently developed Multiple Detrended Cross-Correlation Coefficient, [Formula: see text] . We use the hourly data from three meteorological stations of the Brazilian Institute of Meteorology located in the state of Bahia (Brazil). Initially, with the original data, we set up a color map for each variable to show the time dynamics. After, ρ(DCCA) was calculated, thus obtaining a positive value between the global solar radiation and air temperature, and a negative value between the global solar radiation and air relative humidity, for all time scales. Finally, for the first time, was applied [Formula: see text] to analyze cross-correlations between three meteorological variables at the same time. On taking the global radiation as the dependent variable, and assuming that [Formula: see text] (which varies from 0 to 1) is the ideal value for the capture of solar energy, our analysis finds some patterns (differences) involving these meteorological stations with a high intensity of annual solar radiation. Nature Publishing Group UK 2019-12-24 /pmc/articles/PMC6930259/ /pubmed/31874976 http://dx.doi.org/10.1038/s41598-019-56114-6 Text en © The Author(s) 2019 Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made. The images or other third party material in this article are included in the article’s Creative Commons license, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons license and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this license, visit http://creativecommons.org/licenses/by/4.0/. |
spellingShingle | Article Brito, Andrea de Almeida Araújo, Heráclio Alves de Zebende, Gilney Figueira Detrended Multiple Cross-Correlation Coefficient applied to solar radiation, air temperature and relative humidity |
title | Detrended Multiple Cross-Correlation Coefficient applied to solar radiation, air temperature and relative humidity |
title_full | Detrended Multiple Cross-Correlation Coefficient applied to solar radiation, air temperature and relative humidity |
title_fullStr | Detrended Multiple Cross-Correlation Coefficient applied to solar radiation, air temperature and relative humidity |
title_full_unstemmed | Detrended Multiple Cross-Correlation Coefficient applied to solar radiation, air temperature and relative humidity |
title_short | Detrended Multiple Cross-Correlation Coefficient applied to solar radiation, air temperature and relative humidity |
title_sort | detrended multiple cross-correlation coefficient applied to solar radiation, air temperature and relative humidity |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6930259/ https://www.ncbi.nlm.nih.gov/pubmed/31874976 http://dx.doi.org/10.1038/s41598-019-56114-6 |
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