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A New Method for Refining the GNSS-Derived Precipitable Water Vapor Map

The objective of the study was to put forth an interpolation method (the LZ method) for refining the GNSS-derived precipitable water vapor (PWV) map. We established a regional weighted mean temperature (T(m)) model for this experiment, which introduced a minor difference into the resultant GNSS-deri...

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Detalles Bibliográficos
Autores principales: Liu, Chen, Zheng, Nanshan, Zhang, Kefei, Liu, Junyu
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2019
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6387106/
https://www.ncbi.nlm.nih.gov/pubmed/30744048
http://dx.doi.org/10.3390/s19030698
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author Liu, Chen
Zheng, Nanshan
Zhang, Kefei
Liu, Junyu
author_facet Liu, Chen
Zheng, Nanshan
Zhang, Kefei
Liu, Junyu
author_sort Liu, Chen
collection PubMed
description The objective of the study was to put forth an interpolation method (the LZ method) for refining the GNSS-derived precipitable water vapor (PWV) map. We established a regional weighted mean temperature (T(m)) model for this experiment, which introduced a minor difference into the resultant GNSS-derived PWV compared to the previous T(m) models. The kernel of the LZ method consists of increasing the sample density via the virtual sample points. These virtual sample points originated from the digital elevation model (DEM) were constructed on the basis of the statistically significant correlation between PWV and geographical location (i.e., geographical coordinates and elevation). The LZ method was validated and compared to the conventional interpolation approach only accounting for the original sample points. The results reflect that the PWV maps generated by the LZ method showed more details than through conventional one. In addition, the prediction performance of the LZ method was better than that of the conventional method by using cross-validation.
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spelling pubmed-63871062019-02-26 A New Method for Refining the GNSS-Derived Precipitable Water Vapor Map Liu, Chen Zheng, Nanshan Zhang, Kefei Liu, Junyu Sensors (Basel) Article The objective of the study was to put forth an interpolation method (the LZ method) for refining the GNSS-derived precipitable water vapor (PWV) map. We established a regional weighted mean temperature (T(m)) model for this experiment, which introduced a minor difference into the resultant GNSS-derived PWV compared to the previous T(m) models. The kernel of the LZ method consists of increasing the sample density via the virtual sample points. These virtual sample points originated from the digital elevation model (DEM) were constructed on the basis of the statistically significant correlation between PWV and geographical location (i.e., geographical coordinates and elevation). The LZ method was validated and compared to the conventional interpolation approach only accounting for the original sample points. The results reflect that the PWV maps generated by the LZ method showed more details than through conventional one. In addition, the prediction performance of the LZ method was better than that of the conventional method by using cross-validation. MDPI 2019-02-08 /pmc/articles/PMC6387106/ /pubmed/30744048 http://dx.doi.org/10.3390/s19030698 Text en © 2019 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (http://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
Liu, Chen
Zheng, Nanshan
Zhang, Kefei
Liu, Junyu
A New Method for Refining the GNSS-Derived Precipitable Water Vapor Map
title A New Method for Refining the GNSS-Derived Precipitable Water Vapor Map
title_full A New Method for Refining the GNSS-Derived Precipitable Water Vapor Map
title_fullStr A New Method for Refining the GNSS-Derived Precipitable Water Vapor Map
title_full_unstemmed A New Method for Refining the GNSS-Derived Precipitable Water Vapor Map
title_short A New Method for Refining the GNSS-Derived Precipitable Water Vapor Map
title_sort new method for refining the gnss-derived precipitable water vapor map
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6387106/
https://www.ncbi.nlm.nih.gov/pubmed/30744048
http://dx.doi.org/10.3390/s19030698
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