Stand-Alone Retrieval of Sea Ice Thickness From FY-3E GNOS-R Data

全球导航卫星系统应用 全球定位系统 卫星 计算机科学 遥感 卫星系统 气象学 均方误差 环境科学 海冰 数据集 大地测量学 人工智能 地质学 地理 数学 电信 统计 航空航天工程 工程类
作者
Yunjian Xie,Qingyun Yan
出处
期刊:IEEE Geoscience and Remote Sensing Letters [Institute of Electrical and Electronics Engineers]
卷期号:21: 1-5 被引量:7
标识
DOI:10.1109/lgrs.2024.3352831
摘要

Arctic sea ice has long been a focal point of scientific research globally, with sea ice thickness (SIT) recognized as a critical parameter for predicting local marine environments, climate dynamics, and ensuring the safety of maritime transport. This study focuses on the retrieval of SIT, utilizing an established two-layer (sea ice-seawater) Global Navigation Satellite System-Reflectometry (GNSS-R) model and is extended to new data from Fengyun-3E (FY-3E) satellite. The research introduces an innovative empirical approach aimed at reducing reliance on ancillary data, allowing for stand-alone SIT retrieval solely based on GNSS-R data. This work underscores the potential for developing a practical semi-empirical model and parameterization scheme for SIT estimation through GNSS-R data. Furthermore, FY-3E has the capability to process signals from both the BeiDou Navigation Satellite System (BDS) and the Global Positioning System (GPS). Compared to the reference SIT, for the training set the root mean square error (RMSE) and correlation coefficient ( r ) between GPS-R SIT and reference are 0.1347 m and 0.8087 respectively, and for the test set, they are 0.1442 m and 0.7821. Based on BDS-R data, for the training set the RMSE and r are 0.1325 m and 0.8152, and for the test set, they are 0.1289 m and 0.8063, respectively. Experimental results indicate that BDS-based outcomes slightly outperform those obtained using GPS in the context of SIT retrieval.

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