EVALUATION OF DIFFERENT INTERPOLATION METHODS VIA ArcGIS, APPLIED TO SATELLITE DATA OF SEA SURFACE TEMPERATURE SST, CASE OF THE ALBORAN SEA

Author:

,RAISSIUNI AHMED,ABDESSALAM BEN HARRA, ,BELLATMANIA AYOUB,

Abstract

In various fields such as Oceanography, interpolation methods are pivotal in generating continuous surface data from discrete point data. This research endeavors to conduct a comprehensive comparison and evaluation of deterministic interpolation techniques, including Radial Basis Function (RBF), Inverse Distance Weighting (IDW), and geostatistical methods like Kriging Universal (KU) and Kriging Ordinary (KO), in the context of mapping sea surface temperature (SST) within the Alboran Sea. Among these methods, the KO interpolation method emerges as particularly promising, boasting a Root Mean Square Error (RMSE) of 0.035 and an impressive coefficient of determination (R²) approaching unity (0.999). Furthermore, the cross-validation results reveal that the KO method not only provides the most accurate estimates but exhibits minimal bias, as evidenced by a mean error close to zero. These findings not only contribute to the field of SST mapping but also have broader implications for the interpolation of other climate parameters.

Publisher

Univesritatea Maritima

Reference16 articles.

1. "[1] Drapeau L., « Statistiques et Interpolations dans les SIG », Towards the use of Geographic Information Systems as a Decision Support Tool for the Management of Mediterranean Fisheries. COPEMED, http://www. faocopemed. org/old copemed/vldocs/0000028/publi10. pd f, (2000).

2. [2] Baillargeon S., « Le krigeage: revue de la théorie et application à l'interpolation spatiale de données de précipitations, mémoire présenté pour l'obtention du grade de Maître ès Sciences (M. Sc.) », Université de Laval, Faculté des Sciences et de Génie, Québec, disponible en ligne à http://www. theses. ulaval. ca/2005/22636/22636. pdf, (2005).

3. [3] Rogé M., « Etudes de cartographie altimétrique pour l'observation de la dynamique méso-échelle dans le contexte SWOT : application à la mer Méditerranée occidentale », phdthesis, Université Paul Sabatier - Toulouse III, 2018.

4. [4] Tintore J. et al., « A Study of an Intense Density Front in the Eastern Alboran Sea: The Almeria-Oran Front », Journal of Physical Oceanography, vol. 18, no 10, (oct. 1988), p. 1384‑1397. https://doi.org/10.1175/1520-0485(1988)018<1384:ASOAID>2.0.CO;2

5. [5] Arnone R. A. et al., « The origin and characteristics of the Algerian Current », Journal of Geophysical Research: Oceans, vol. 95, no C2, (1990), p. 1587‑1598. https://doi.org/10.1029/JC095iC02p01587

同舟云学术

1.学者识别学者识别

2.学术分析学术分析

3.人才评估人才评估

"同舟云学术"是以全球学者为主线,采集、加工和组织学术论文而形成的新型学术文献查询和分析系统,可以对全球学者进行文献检索和人才价值评估。用户可以通过关注某些学科领域的顶尖人物而持续追踪该领域的学科进展和研究前沿。经过近期的数据扩容,当前同舟云学术共收录了国内外主流学术期刊6万余种,收集的期刊论文及会议论文总量共计约1.5亿篇,并以每天添加12000余篇中外论文的速度递增。我们也可以为用户提供个性化、定制化的学者数据。欢迎来电咨询!咨询电话:010-8811{复制后删除}0370

www.globalauthorid.com

TOP

Copyright © 2019-2024 北京同舟云网络信息技术有限公司
京公网安备11010802033243号  京ICP备18003416号-3