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Correlation analysis of land surface temperature and topographic elements in Hangzhou, China
In addition to human activities, this study found that topography is also an important factor affecting land surface temperature (LST). In this paper, based on Landsat 8 OLI/TIRS remote sensing images, a radiative transfer model was adopted to retrieve the LST, and a maximum likelihood method was us...
Autores principales: | , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group UK
2020
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7320146/ https://www.ncbi.nlm.nih.gov/pubmed/32591553 http://dx.doi.org/10.1038/s41598-020-67423-6 |
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author | Peng, Xiaoxue Wu, Wenyuan Zheng, Yaoyao Sun, Jingyi Hu, Tangao Wang, Pin |
author_facet | Peng, Xiaoxue Wu, Wenyuan Zheng, Yaoyao Sun, Jingyi Hu, Tangao Wang, Pin |
author_sort | Peng, Xiaoxue |
collection | PubMed |
description | In addition to human activities, this study found that topography is also an important factor affecting land surface temperature (LST). In this paper, based on Landsat 8 OLI/TIRS remote sensing images, a radiative transfer model was adopted to retrieve the LST, and a maximum likelihood method was used to remove artificial environmental interference factors, such as water bodies and built-up lands. This paper aims to analyze the influence of topographic factors, such as elevation, slope, aspect and shaded relief, on the LST of Hangzhou. By means of a statistical analysis, we obtained the quantitative relationship between these factors and constructed a multiple linear regression model of terrain factors and LST. The research revealed the following findings: (1) in the study area, elevation and slope are negatively correlated with LST, and all the factors have linear relationships with LST. (2) The relationship between aspect and LST is not significant, and high values of LST are found on the southern, southeastern and southwestern slopes; the lowest values are found on the northern slopes. (3) There is a significant linear relationship between the values of the shaded relief map and LST, and the more shadows there are, the lower the LST value will be. (4) After comprehensive analysis of the influence of the abovementioned topographic factors on the LST, it is found that shaded relief has the greatest contribution and is positively correlated with LST. The influence of shaded relief on surface thermal environment should be paid more attention in the process of surface thermal environment work. The assessment of the influence degree of shaded relief and surface thermal environment should be the premise and basis for many other studies. |
format | Online Article Text |
id | pubmed-7320146 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
spelling | pubmed-73201462020-06-30 Correlation analysis of land surface temperature and topographic elements in Hangzhou, China Peng, Xiaoxue Wu, Wenyuan Zheng, Yaoyao Sun, Jingyi Hu, Tangao Wang, Pin Sci Rep Article In addition to human activities, this study found that topography is also an important factor affecting land surface temperature (LST). In this paper, based on Landsat 8 OLI/TIRS remote sensing images, a radiative transfer model was adopted to retrieve the LST, and a maximum likelihood method was used to remove artificial environmental interference factors, such as water bodies and built-up lands. This paper aims to analyze the influence of topographic factors, such as elevation, slope, aspect and shaded relief, on the LST of Hangzhou. By means of a statistical analysis, we obtained the quantitative relationship between these factors and constructed a multiple linear regression model of terrain factors and LST. The research revealed the following findings: (1) in the study area, elevation and slope are negatively correlated with LST, and all the factors have linear relationships with LST. (2) The relationship between aspect and LST is not significant, and high values of LST are found on the southern, southeastern and southwestern slopes; the lowest values are found on the northern slopes. (3) There is a significant linear relationship between the values of the shaded relief map and LST, and the more shadows there are, the lower the LST value will be. (4) After comprehensive analysis of the influence of the abovementioned topographic factors on the LST, it is found that shaded relief has the greatest contribution and is positively correlated with LST. The influence of shaded relief on surface thermal environment should be paid more attention in the process of surface thermal environment work. The assessment of the influence degree of shaded relief and surface thermal environment should be the premise and basis for many other studies. Nature Publishing Group UK 2020-06-26 /pmc/articles/PMC7320146/ /pubmed/32591553 http://dx.doi.org/10.1038/s41598-020-67423-6 Text en © The Author(s) 2020 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 Peng, Xiaoxue Wu, Wenyuan Zheng, Yaoyao Sun, Jingyi Hu, Tangao Wang, Pin Correlation analysis of land surface temperature and topographic elements in Hangzhou, China |
title | Correlation analysis of land surface temperature and topographic elements in Hangzhou, China |
title_full | Correlation analysis of land surface temperature and topographic elements in Hangzhou, China |
title_fullStr | Correlation analysis of land surface temperature and topographic elements in Hangzhou, China |
title_full_unstemmed | Correlation analysis of land surface temperature and topographic elements in Hangzhou, China |
title_short | Correlation analysis of land surface temperature and topographic elements in Hangzhou, China |
title_sort | correlation analysis of land surface temperature and topographic elements in hangzhou, china |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7320146/ https://www.ncbi.nlm.nih.gov/pubmed/32591553 http://dx.doi.org/10.1038/s41598-020-67423-6 |
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