Cargando…
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...
Autores principales: | , , , |
---|---|
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 |
_version_ | 1783397497026117632 |
---|---|
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. |
format | Online Article Text |
id | pubmed-6387106 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2019 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
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 |
work_keys_str_mv | AT liuchen anewmethodforrefiningthegnssderivedprecipitablewatervapormap AT zhengnanshan anewmethodforrefiningthegnssderivedprecipitablewatervapormap AT zhangkefei anewmethodforrefiningthegnssderivedprecipitablewatervapormap AT liujunyu anewmethodforrefiningthegnssderivedprecipitablewatervapormap AT liuchen newmethodforrefiningthegnssderivedprecipitablewatervapormap AT zhengnanshan newmethodforrefiningthegnssderivedprecipitablewatervapormap AT zhangkefei newmethodforrefiningthegnssderivedprecipitablewatervapormap AT liujunyu newmethodforrefiningthegnssderivedprecipitablewatervapormap |