A comparison of waveform processing algorithms for single-wavelength LiDAR bathymetry | |
Wang, Chisheng1,2,3; Li, Qingquan1,2; Liu, Yanxiong4; Wu, Guofeng1,2; Liu, Peng1,2; Ding, Xiaoli3 | |
刊名 | ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING |
2015-03 | |
卷号 | 101页码:22-35 |
关键词 | Single-wavelength LiDAR Bathymetry Waveform processing |
ISSN号 | 0924-2716 |
DOI | 10.1016/j.isprsjprs.2014.11.005 |
英文摘要 | Due to the low-cost and lightweight units, single-wavelength LiDAR bathymetric systems are an ideal option for shallow-water (<12 m) bathymetry. However, one disadvantage of such systems is the lack of near-infrared and Raman channels, which results in difficulties in extracting the water surface. Therefore, the choice of a suitable waveform processing method is extremely important to guarantee the accuracy of the bathymetric retrieval. In this paper, we test six algorithms for single-wavelength bathymetric waveform processing, i.e. peak detection (PD), the average square difference function (ASDF), Gaussian decomposition (GD), quadrilateral fitting (QF), Richardson-Lucy deconvolution (RID), and Wiener filter deconvolution (WD). To date, most of these algorithms have previously only been applied in topographic LiDAR waveforms captured over land. A simulated dataset and an Optech Aquarius dataset were used to assess the algorithms, with the focus being on their capability of extracting the depth and the bottom response. The influences of a number of water and equipment parameters were also investigated by the use of a Monte Carlo method. The results showed that the RID method had a superior performance in terms of a high detection rate and low errors in the retrieved depth and magnitude. The attenuation coefficient, noise level, water depth, and bottom reflectance had significant influences on the measurement error of the retrieved depth, while the effects of scan angle and water surface roughness were not so obvious. (C) 2014 International Society for Photogrammetry and Remote Sensing, Inc. (ISPRS). Published by Elsevier B.V. All rights reserved. |
资助项目 | Shenzhen Dedicated Funding of Strategic Emerging Industry Development Program[JCYJ20121019111128765] |
WOS关键词 | AIRBORNE LASER SCANNER ; WATER ; SHALLOW ; DECOMPOSITION ; CALIBRATION ; FILTER |
WOS研究方向 | Physical Geography ; Geology ; Remote Sensing ; Imaging Science & Photographic Technology |
语种 | 英语 |
出版者 | ELSEVIER SCIENCE BV |
WOS记录号 | WOS:000351250300003 |
内容类型 | 期刊论文 |
源URL | [http://ir.fio.com.cn:8080/handle/2SI8HI0U/25522] |
专题 | 自然资源部第一海洋研究所 |
通讯作者 | Li, Qingquan |
作者单位 | 1.Shenzhen Univ, Natl Adm Surveying Mapping & GeoInformat, Shenzhen Key Lab Spatial Smart Sensing & Serv, Shenzhen, Guangdong, Peoples R China 2.Shenzhen Univ, Natl Adm Surveying Mapping & GeoInformat, Key Lab Geoenvironm Monitoring Coastal Zone, Shenzhen, Guangdong, Peoples R China 3.Hong Kong Polytech Univ, Dept Land Surveying & Geoinformat, Kowloon, Hong Kong, Peoples R China 4.State Ocean Adm, Inst Oceanog 1, Qingdao, Shandong, Peoples R China |
推荐引用方式 GB/T 7714 | Wang, Chisheng,Li, Qingquan,Liu, Yanxiong,et al. A comparison of waveform processing algorithms for single-wavelength LiDAR bathymetry[J]. ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING,2015,101:22-35. |
APA | Wang, Chisheng,Li, Qingquan,Liu, Yanxiong,Wu, Guofeng,Liu, Peng,&Ding, Xiaoli.(2015).A comparison of waveform processing algorithms for single-wavelength LiDAR bathymetry.ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING,101,22-35. |
MLA | Wang, Chisheng,et al."A comparison of waveform processing algorithms for single-wavelength LiDAR bathymetry".ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING 101(2015):22-35. |
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