Bathymetry Retrieval Method of LiDAR Waveform Based on Multi-Gaussian Functions
Ma, Yi1; Zhang, Jie1; Zhang, Zhen2; Zhang, Jing-Yu1
刊名JOURNAL OF COASTAL RESEARCH
2019-06
页码324-331
关键词LiDAR bathymetric model water depth inversion
ISSN号0749-0208
DOI10.2112/SI90-041.1
英文摘要This paper provides a water depth inversion approach to laser radar waveform data based on multi-Gauss function in order to address the following two problems: the impact of noise on the traditional bathymetry and the poor accuracy of the water depth inversion in deep water. This approach employs L-M optimization algorithm to make multiple Gauss functions iterate and fit the LiDAR waveform data, and then uses peak detection method to extract the echo signal from the surface and the bottom of the water. In this paper, the water depth inversion is carried out using the simulation data of LiDAR water echo and the Aquarius LiDAR waveform data around the water area of the Ganquan Island respectively. Taking the mean relative error (MRE) and the mean absolute error (MAE) as the evaluation index of accuracy, the result shows that the detection model of LiDAR bathymetry has a higher ability of water depth inversion in the range of detectable water depth. For simulation data, the MAE is 20 cm and the MRE is below 7 % in the water depth range of 2 m to 10 m. While for real LiDAR waveform data, the MAE of water depth inversion is between 30 cm and 75 cm, and the MRE is below 12 %.
资助项目National Natural Science Foundation of China[51839002]
WOS关键词ALGORITHMS
WOS研究方向Environmental Sciences & Ecology ; Physical Geography ; Geology
语种英语
出版者COASTAL EDUCATION & RESEARCH FOUNDATION
WOS记录号WOS:000485714500042
内容类型期刊论文
源URL[http://ir.fio.com.cn:8080/handle/2SI8HI0U/30204]  
专题自然资源部第一海洋研究所
通讯作者Zhang, Zhen
作者单位1.Minist Nat Resources, Inst Oceanog 1, Marine Phys & Remote Sensing Res Dept, Qingdao, Shandong, Peoples R China
2.Shandong Univ Sci & Technol, Coll Geomat, Qingdao, Shandong, Peoples R China
推荐引用方式
GB/T 7714
Ma, Yi,Zhang, Jie,Zhang, Zhen,et al. Bathymetry Retrieval Method of LiDAR Waveform Based on Multi-Gaussian Functions[J]. JOURNAL OF COASTAL RESEARCH,2019:324-331.
APA Ma, Yi,Zhang, Jie,Zhang, Zhen,&Zhang, Jing-Yu.(2019).Bathymetry Retrieval Method of LiDAR Waveform Based on Multi-Gaussian Functions.JOURNAL OF COASTAL RESEARCH,324-331.
MLA Ma, Yi,et al."Bathymetry Retrieval Method of LiDAR Waveform Based on Multi-Gaussian Functions".JOURNAL OF COASTAL RESEARCH (2019):324-331.
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