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 |
DOI | 10.2112/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. |
个性服务 |
查看访问统计 |
相关权益政策 |
暂无数据 |
收藏/分享 |
除非特别说明,本系统中所有内容都受版权保护,并保留所有权利。
修改评论