A Novel Ray Tracing Approach for Bathymetry Using UAV-Based Dual-Polarization Photon-Counting LiDAR

IF 4.7 2区 地球科学 Q1 ENGINEERING, ELECTRICAL & ELECTRONIC
Kuifeng Luan;Xueyan Zhao;Wei Kong;Tao Chen;Huan Xie;Xiangfeng Liu;Fengxiang Wang
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Abstract

Unmanned aerial vehicle-based photon-counting ocean bathymetric light detection and ranging (LiDAR) systems rapidly acquire topographic data from islands, reefs, and shallow waters. However, the bathymetric ability of seabed topography is affected by high backscattering from the sea surface owing to its proximity, and no suitable imaging models are available. Herein, we designed a novel ray approach for bathymetry based on a dual-polarization photon-counting LiDAR. Based on the transmission characteristics of light, a dual-polarization channel strategy was proposed, and the data from two channels in vegetation, sand, and shallow and medium-depth waters were compared. Based on the ray tracing method, imaging models of the water surface and depth for light and small photon-counting LiDAR were established. Shallow-water experiments were conducted near Jiajing Island, Hainan, China, to verify the accuracy of the LiDAR bathymetry data by shipborne single-beam sounding data. The results indicate that the vertical polarization channel data had a high signal-to-noise ratio in the terrestrial part, while the horizontal polarization channel had a better water surface backscatter suppression effect and strong bathymetry ability in the water part. The detectable depth was approximately 8 m in the experimental area. The MAEs of the depth values of the LiDAR point cloud before and after refraction correction relative to the single beam depth measurement values were 1.08 and 0.09 m, respectively. And the RMSEs before and after correction were 1.12 and 0.11 m, respectively.
利用基于无人机的双偏振光子计数激光雷达进行水深测量的新型光线跟踪方法
基于无人飞行器的光子计数海洋测深光探测与测距(LiDAR)系统可快速获取岛屿、暗礁和浅水区的地形数据。然而,海底地形的测深能力因靠近海面而受到海面高反向散射的影响,目前还没有合适的成像模型。在此,我们设计了一种基于双偏振光子计数激光雷达的新型测深射线方法。根据光的传输特性,提出了双偏振通道策略,并比较了两个通道在植被、沙地和浅中深水域的数据。基于光线追踪方法,建立了光和小光子计数激光雷达的水面和水深成像模型。在中国海南嘉积岛附近进行了浅水实验,通过船载单波束探测数据验证了激光雷达测深数据的准确性。结果表明,垂直极化通道数据在陆地部分具有较高的信噪比,而水平极化通道在水面部分具有较好的水面后向散射抑制效果和较强的测深能力。实验区的可探测深度约为 8 米。折射校正前后的激光雷达点云深度值相对于单光束深度测量值的 MAE 分别为 1.08 米和 0.09 米。校正前后的均方根误差分别为 1.12 米和 0.11 米。
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来源期刊
CiteScore
9.30
自引率
10.90%
发文量
563
审稿时长
4.7 months
期刊介绍: The IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing addresses the growing field of applications in Earth observations and remote sensing, and also provides a venue for the rapidly expanding special issues that are being sponsored by the IEEE Geosciences and Remote Sensing Society. The journal draws upon the experience of the highly successful “IEEE Transactions on Geoscience and Remote Sensing” and provide a complementary medium for the wide range of topics in applied earth observations. The ‘Applications’ areas encompasses the societal benefit areas of the Global Earth Observations Systems of Systems (GEOSS) program. Through deliberations over two years, ministers from 50 countries agreed to identify nine areas where Earth observation could positively impact the quality of life and health of their respective countries. Some of these are areas not traditionally addressed in the IEEE context. These include biodiversity, health and climate. Yet it is the skill sets of IEEE members, in areas such as observations, communications, computers, signal processing, standards and ocean engineering, that form the technical underpinnings of GEOSS. Thus, the Journal attracts a broad range of interests that serves both present members in new ways and expands the IEEE visibility into new areas.
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