Geoid undulation modeling through the Cokriging method–A case study of Guayaquil, Ecuador

The determination of vertical component plays a fundamental role in the initial phase of engineering applications. However, its acquisition is technically and economically demanding, mainly due to the precise heights relative to a reference surface, such as the mean sea level. The Cokriging techniqu...

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Main Authors: Iván Palacios Orejuela, César Leiva González, Xavier Buenaño Guerra, Elena Chicaiza Mora, Theofilos Toulkeridis
Format: Article
Language:English
Published: KeAi Communications Co., Ltd. 2021-09-01
Series:Geodesy and Geodynamics
Subjects:
Online Access:http://www.sciencedirect.com/science/article/pii/S1674984721000483
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spelling doaj-72dde330c60546d196d130751c7373172021-09-15T04:20:53ZengKeAi Communications Co., Ltd.Geodesy and Geodynamics1674-98472021-09-01125356367Geoid undulation modeling through the Cokriging method–A case study of Guayaquil, EcuadorIván Palacios Orejuela0César Leiva González1Xavier Buenaño Guerra2Elena Chicaiza Mora3Theofilos Toulkeridis4Universidad de las Fuerzas Armadas ESPE, Sangolquí, Ecuador; Corresponding author.Universidad de las Fuerzas Armadas ESPE, Sangolquí, EcuadorUniversidad Politécnica de Madrid, Madrid, SpainUniversidad Politécnica de Madrid, Madrid, SpainUniversidad de las Fuerzas Armadas ESPE, Sangolquí, EcuadorThe determination of vertical component plays a fundamental role in the initial phase of engineering applications. However, its acquisition is technically and economically demanding, mainly due to the precise heights relative to a reference surface, such as the mean sea level. The Cokriging technique is a necessary input for the calculation of the vertical component of the geodetic control points measured by GNSS, and it requires less auxiliary data and uses complementary available variables for the calculation. Therefore, the main goal is to use Cokriging to establish a geoid undulation prediction model for the rural area of the canton of Guayaquil, Ecuador. Ordinary, Residual and Universal Cokriging and Kriging techniques were used to compare their results and select the best for achieving accuracy. The validation of the application techniques yielded that Universal Cokriging was the most accurate with an RMSE of 8 cm and RSR of 2 cm, obtained just with 66 samples (20% of the dataset). Furthermore, considering the comparison with other regional geoid undulation models, the proposed model increased the accuracy of the results by a ratio of 9.68 and 6.96 in relation to EGM96 and EGM08, respectively.http://www.sciencedirect.com/science/article/pii/S1674984721000483Universal CokrigingKrigingMean sea levelGNSS
collection DOAJ
language English
format Article
sources DOAJ
author Iván Palacios Orejuela
César Leiva González
Xavier Buenaño Guerra
Elena Chicaiza Mora
Theofilos Toulkeridis
spellingShingle Iván Palacios Orejuela
César Leiva González
Xavier Buenaño Guerra
Elena Chicaiza Mora
Theofilos Toulkeridis
Geoid undulation modeling through the Cokriging method–A case study of Guayaquil, Ecuador
Geodesy and Geodynamics
Universal Cokriging
Kriging
Mean sea level
GNSS
author_facet Iván Palacios Orejuela
César Leiva González
Xavier Buenaño Guerra
Elena Chicaiza Mora
Theofilos Toulkeridis
author_sort Iván Palacios Orejuela
title Geoid undulation modeling through the Cokriging method–A case study of Guayaquil, Ecuador
title_short Geoid undulation modeling through the Cokriging method–A case study of Guayaquil, Ecuador
title_full Geoid undulation modeling through the Cokriging method–A case study of Guayaquil, Ecuador
title_fullStr Geoid undulation modeling through the Cokriging method–A case study of Guayaquil, Ecuador
title_full_unstemmed Geoid undulation modeling through the Cokriging method–A case study of Guayaquil, Ecuador
title_sort geoid undulation modeling through the cokriging method–a case study of guayaquil, ecuador
publisher KeAi Communications Co., Ltd.
series Geodesy and Geodynamics
issn 1674-9847
publishDate 2021-09-01
description The determination of vertical component plays a fundamental role in the initial phase of engineering applications. However, its acquisition is technically and economically demanding, mainly due to the precise heights relative to a reference surface, such as the mean sea level. The Cokriging technique is a necessary input for the calculation of the vertical component of the geodetic control points measured by GNSS, and it requires less auxiliary data and uses complementary available variables for the calculation. Therefore, the main goal is to use Cokriging to establish a geoid undulation prediction model for the rural area of the canton of Guayaquil, Ecuador. Ordinary, Residual and Universal Cokriging and Kriging techniques were used to compare their results and select the best for achieving accuracy. The validation of the application techniques yielded that Universal Cokriging was the most accurate with an RMSE of 8 cm and RSR of 2 cm, obtained just with 66 samples (20% of the dataset). Furthermore, considering the comparison with other regional geoid undulation models, the proposed model increased the accuracy of the results by a ratio of 9.68 and 6.96 in relation to EGM96 and EGM08, respectively.
topic Universal Cokriging
Kriging
Mean sea level
GNSS
url http://www.sciencedirect.com/science/article/pii/S1674984721000483
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