Empirical Models for Estimating Air Temperature Using MODIS Land Surface Temperature (and Spatiotemporal Variables) in the Hurd Peninsula of Livingston Island, Antarctica, between 2000 and 2016
In this article, we present empirical models for estimating daily mean air temperature ( T a ) in the Hurd Peninsula of Livingston Island (Antarctica) using Moderate Resolution Imaging Spectroradiometer (MODIS) Land Surface Temperature (LST) data and spatiotemporal variables. The models were obtaine...
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Language: | English |
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ftdoajarticles:oai:doaj.org/article:f48a72eacf89465883878938353fdc87 2023-05-15T13:54:08+02:00 Empirical Models for Estimating Air Temperature Using MODIS Land Surface Temperature (and Spatiotemporal Variables) in the Hurd Peninsula of Livingston Island, Antarctica, between 2000 and 2016 Carmen Recondo Alejandro Corbea-Pérez Juanjo Peón Enrique Pendás Miguel Ramos Javier F. Calleja Miguel Ángel de Pablo Susana Fernández José Antonio Corrales 2022-07-01T00:00:00Z https://doi.org/10.3390/rs14133206 https://doaj.org/article/f48a72eacf89465883878938353fdc87 EN eng MDPI AG https://www.mdpi.com/2072-4292/14/13/3206 https://doaj.org/toc/2072-4292 doi:10.3390/rs14133206 2072-4292 https://doaj.org/article/f48a72eacf89465883878938353fdc87 Remote Sensing, Vol 14, Iss 3206, p 3206 (2022) air temperature MODIS LST LOESS MLR models T a estimation from LST data Livingston Island Science Q article 2022 ftdoajarticles https://doi.org/10.3390/rs14133206 2022-12-30T22:22:18Z In this article, we present empirical models for estimating daily mean air temperature ( T a ) in the Hurd Peninsula of Livingston Island (Antarctica) using Moderate Resolution Imaging Spectroradiometer (MODIS) Land Surface Temperature (LST) data and spatiotemporal variables. The models were obtained and validated using the daily mean T a from three Spanish in situ meteorological stations (AEMET stations), Juan Carlos I (JCI), Johnsons Glacier (JG), and Hurd Glacier (HG), and three stations in our team’s monitoring sites, Incinerador (INC), Reina Sofía (SOF), and Collado Ramos (CR), as well as daytime and nighttime Terra-MODIS LST and Aqua-MODIS LST data between 2000 and 2016. Two types of multiple linear regression (MLR) models were obtained: models for each individual station (for JCI, INC, SOF, and CR—not for JG and HG due to a lack of data) and global models using all stations. In the study period, the JCI and INC stations were relocated, so we analyzed the data from both locations separately (JCI1 and JCI2; INC1 and INC2). In general, the best individual T a models were obtained using daytime Terra LST data, the best results for CR being followed by JCI2, SOF, and INC2 (R 2 = 0.5–0.7 and RSE = 2 °C). Model cross validation (CV) yielded results similar to those of the models (for the daytime Terra LST data: R 2 CV = 0.4–0.6, RMSE CV = 2.5–2.7 °C, and bias = −0.1 to 0.1 °C). The best global T a model was also obtained using daytime Terra LST data (R 2 = 0.6 and RSE = 2 °C; in its validation: R 2 CV = 0.5, RMSE CV = 3, and bias = −0.03), along with the significant ( p < 0.05) variables: linear time (t) and two time harmonics ( sine-cosine ), distance to the coast (d), slope (s), curvature (c), and hour of LST observation (H). T a and LST data were carefully corrected and filtered, respectively, prior to its analysis and comparison. The analysis of the T a time series revealed different cooling/warming trends in the locations, indicating a complex climatic variability at a spatial scale in the Hurd ... Article in Journal/Newspaper Antarc* Antarctica Livingston Island Directory of Open Access Journals: DOAJ Articles Livingston Island ENVELOPE(-60.500,-60.500,-62.600,-62.600) Ramos ENVELOPE(-59.700,-59.700,-62.500,-62.500) Hurd ENVELOPE(-60.366,-60.366,-62.682,-62.682) Johnsons ENVELOPE(-60.350,-60.350,-62.665,-62.665) Hurd peninsula ENVELOPE(-60.366,-60.366,-62.676,-62.676) Johnsons Glacier ENVELOPE(-60.361,-60.361,-62.668,-62.668) Remote Sensing 14 13 3206 |
institution |
Open Polar |
collection |
Directory of Open Access Journals: DOAJ Articles |
op_collection_id |
ftdoajarticles |
language |
English |
topic |
air temperature MODIS LST LOESS MLR models T a estimation from LST data Livingston Island Science Q |
spellingShingle |
air temperature MODIS LST LOESS MLR models T a estimation from LST data Livingston Island Science Q Carmen Recondo Alejandro Corbea-Pérez Juanjo Peón Enrique Pendás Miguel Ramos Javier F. Calleja Miguel Ángel de Pablo Susana Fernández José Antonio Corrales Empirical Models for Estimating Air Temperature Using MODIS Land Surface Temperature (and Spatiotemporal Variables) in the Hurd Peninsula of Livingston Island, Antarctica, between 2000 and 2016 |
topic_facet |
air temperature MODIS LST LOESS MLR models T a estimation from LST data Livingston Island Science Q |
description |
In this article, we present empirical models for estimating daily mean air temperature ( T a ) in the Hurd Peninsula of Livingston Island (Antarctica) using Moderate Resolution Imaging Spectroradiometer (MODIS) Land Surface Temperature (LST) data and spatiotemporal variables. The models were obtained and validated using the daily mean T a from three Spanish in situ meteorological stations (AEMET stations), Juan Carlos I (JCI), Johnsons Glacier (JG), and Hurd Glacier (HG), and three stations in our team’s monitoring sites, Incinerador (INC), Reina Sofía (SOF), and Collado Ramos (CR), as well as daytime and nighttime Terra-MODIS LST and Aqua-MODIS LST data between 2000 and 2016. Two types of multiple linear regression (MLR) models were obtained: models for each individual station (for JCI, INC, SOF, and CR—not for JG and HG due to a lack of data) and global models using all stations. In the study period, the JCI and INC stations were relocated, so we analyzed the data from both locations separately (JCI1 and JCI2; INC1 and INC2). In general, the best individual T a models were obtained using daytime Terra LST data, the best results for CR being followed by JCI2, SOF, and INC2 (R 2 = 0.5–0.7 and RSE = 2 °C). Model cross validation (CV) yielded results similar to those of the models (for the daytime Terra LST data: R 2 CV = 0.4–0.6, RMSE CV = 2.5–2.7 °C, and bias = −0.1 to 0.1 °C). The best global T a model was also obtained using daytime Terra LST data (R 2 = 0.6 and RSE = 2 °C; in its validation: R 2 CV = 0.5, RMSE CV = 3, and bias = −0.03), along with the significant ( p < 0.05) variables: linear time (t) and two time harmonics ( sine-cosine ), distance to the coast (d), slope (s), curvature (c), and hour of LST observation (H). T a and LST data were carefully corrected and filtered, respectively, prior to its analysis and comparison. The analysis of the T a time series revealed different cooling/warming trends in the locations, indicating a complex climatic variability at a spatial scale in the Hurd ... |
format |
Article in Journal/Newspaper |
author |
Carmen Recondo Alejandro Corbea-Pérez Juanjo Peón Enrique Pendás Miguel Ramos Javier F. Calleja Miguel Ángel de Pablo Susana Fernández José Antonio Corrales |
author_facet |
Carmen Recondo Alejandro Corbea-Pérez Juanjo Peón Enrique Pendás Miguel Ramos Javier F. Calleja Miguel Ángel de Pablo Susana Fernández José Antonio Corrales |
author_sort |
Carmen Recondo |
title |
Empirical Models for Estimating Air Temperature Using MODIS Land Surface Temperature (and Spatiotemporal Variables) in the Hurd Peninsula of Livingston Island, Antarctica, between 2000 and 2016 |
title_short |
Empirical Models for Estimating Air Temperature Using MODIS Land Surface Temperature (and Spatiotemporal Variables) in the Hurd Peninsula of Livingston Island, Antarctica, between 2000 and 2016 |
title_full |
Empirical Models for Estimating Air Temperature Using MODIS Land Surface Temperature (and Spatiotemporal Variables) in the Hurd Peninsula of Livingston Island, Antarctica, between 2000 and 2016 |
title_fullStr |
Empirical Models for Estimating Air Temperature Using MODIS Land Surface Temperature (and Spatiotemporal Variables) in the Hurd Peninsula of Livingston Island, Antarctica, between 2000 and 2016 |
title_full_unstemmed |
Empirical Models for Estimating Air Temperature Using MODIS Land Surface Temperature (and Spatiotemporal Variables) in the Hurd Peninsula of Livingston Island, Antarctica, between 2000 and 2016 |
title_sort |
empirical models for estimating air temperature using modis land surface temperature (and spatiotemporal variables) in the hurd peninsula of livingston island, antarctica, between 2000 and 2016 |
publisher |
MDPI AG |
publishDate |
2022 |
url |
https://doi.org/10.3390/rs14133206 https://doaj.org/article/f48a72eacf89465883878938353fdc87 |
long_lat |
ENVELOPE(-60.500,-60.500,-62.600,-62.600) ENVELOPE(-59.700,-59.700,-62.500,-62.500) ENVELOPE(-60.366,-60.366,-62.682,-62.682) ENVELOPE(-60.350,-60.350,-62.665,-62.665) ENVELOPE(-60.366,-60.366,-62.676,-62.676) ENVELOPE(-60.361,-60.361,-62.668,-62.668) |
geographic |
Livingston Island Ramos Hurd Johnsons Hurd peninsula Johnsons Glacier |
geographic_facet |
Livingston Island Ramos Hurd Johnsons Hurd peninsula Johnsons Glacier |
genre |
Antarc* Antarctica Livingston Island |
genre_facet |
Antarc* Antarctica Livingston Island |
op_source |
Remote Sensing, Vol 14, Iss 3206, p 3206 (2022) |
op_relation |
https://www.mdpi.com/2072-4292/14/13/3206 https://doaj.org/toc/2072-4292 doi:10.3390/rs14133206 2072-4292 https://doaj.org/article/f48a72eacf89465883878938353fdc87 |
op_doi |
https://doi.org/10.3390/rs14133206 |
container_title |
Remote Sensing |
container_volume |
14 |
container_issue |
13 |
container_start_page |
3206 |
_version_ |
1766259782003458048 |