A Two-Stage Nearshore Seafloor ICESat-2 Photon Data Filtering Method Considering the Spatial Relationship

被引:0
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作者
Zuo, Longjiao [1 ]
Wang, Xuying [1 ]
Sun, Qianzhe [1 ]
Shi, Jian [2 ]
Zhang, Yunsheng [1 ,3 ,4 ,5 ]
机构
[1] School of Geoscience and Info-Physics, Central South University, Changsha
[2] College of Meteorology and Oceanography, National University of Defense Technology, Changsha
[3] Hunan Engineering Research Center of 3D Real Scene Construction and Application Technology, Changsha
[4] The First Surveying and Mapping Institute of Hunan Province, Changsha
[5] PowerChina Zhongnan Engineering Co., Ltd., Changsha
基金
中国国家自然科学基金;
关键词
ICESat-2; nearshore bathymetry; point cloud filtering; single photon laser altimetry;
D O I
10.3390/rs16244795
中图分类号
学科分类号
摘要
“Ice, Cloud, and Land Elevation Satellite-2” (ICESat-2) produces photon-point clouds that can be used to obtain nearshore bathymetric data through density-based filtering methods. However, most traditional methods simplified the variable spatial density distribution of a photon to a linear relationship with water depth, causing a limited extraction effect. To address this limitation, we propose a two-stage filtering method that considers spatial relationships. Stage one constructs the adaptive photon density threshold by mapping a nonlinear relationship between the water depth and photon density to obtain initial signal photons. Stage two adopts a seed-point expanding method to fill gaps in initial signal photons to obtain continuous signal photons that more fully reflect seabed topography. The proposed method is applied to ICESat-2 data from Oahu Island and compared with three other density-based filtering methods: AVEBM (Adaptive Variable Ellipse filtering Bathymetric Method), Bimodal Gaussian fitting, and Quadtree Isolation. Our method (F-measure, F = 0.803) outperforms other methods (F = 0.745, 0.598, and 0.454, respectively). The accuracy of bathymetric data gained from seabed photons filtered using our method can achieve 0.615 m (Mean Absolute Error) and 0.716 m (Root Mean Squared Error). We demonstrate the effectiveness of incorporating photon spatial relationships to enhance the filtering of seabed signal photons. © 2024 by the authors.
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