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An Improved Quadrilateral Fitting Algorithm for the Water Column Contribution in Airborne Bathymetric Lidar Waveforms

In this paper, an improved method based on a mixture of Gaussian and quadrilateral functions is presented to process airborne bathymetric LiDAR waveforms. In the presented method, the LiDAR waveform is fitted to a combination of three functions: one Gaussian function for the water surface contributi...

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Autores principales: Ding, Kai, Li, Qingquan, Zhu, Jiasong, Wang, Chisheng, Guan, Minglei, Chen, Zhipeng, Yang, Chao, Cui, Yang, Liao, Jianghai
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2018
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5855513/
https://www.ncbi.nlm.nih.gov/pubmed/29439492
http://dx.doi.org/10.3390/s18020552
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author Ding, Kai
Li, Qingquan
Zhu, Jiasong
Wang, Chisheng
Guan, Minglei
Chen, Zhipeng
Yang, Chao
Cui, Yang
Liao, Jianghai
author_facet Ding, Kai
Li, Qingquan
Zhu, Jiasong
Wang, Chisheng
Guan, Minglei
Chen, Zhipeng
Yang, Chao
Cui, Yang
Liao, Jianghai
author_sort Ding, Kai
collection PubMed
description In this paper, an improved method based on a mixture of Gaussian and quadrilateral functions is presented to process airborne bathymetric LiDAR waveforms. In the presented method, the LiDAR waveform is fitted to a combination of three functions: one Gaussian function for the water surface contribution, another Gaussian function for the water bottom contribution, and a new quadrilateral function to fit the water column contribution. The proposed method was tested on a simulated dataset and a real dataset, with the focus being mainly on the performance of retrieving bottom response and water depths. We also investigated the influence of the parameter settings on the accuracy of the bathymetry estimates. The results demonstrate that the improved quadrilateral fitting algorithm shows a superior performance in terms of low RMSE and a high detection rate in the water depth and magnitude retrieval. What’s more, compared with the use of a triangular function or the existing quadrilateral function to fit the water column contribution, the presented method retrieved the least noise and the least number of unidentified waveforms, showed the best performance in fitting the return waveforms, and had consistent fitting goodness for all different water depths.
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spelling pubmed-58555132018-03-20 An Improved Quadrilateral Fitting Algorithm for the Water Column Contribution in Airborne Bathymetric Lidar Waveforms Ding, Kai Li, Qingquan Zhu, Jiasong Wang, Chisheng Guan, Minglei Chen, Zhipeng Yang, Chao Cui, Yang Liao, Jianghai Sensors (Basel) Article In this paper, an improved method based on a mixture of Gaussian and quadrilateral functions is presented to process airborne bathymetric LiDAR waveforms. In the presented method, the LiDAR waveform is fitted to a combination of three functions: one Gaussian function for the water surface contribution, another Gaussian function for the water bottom contribution, and a new quadrilateral function to fit the water column contribution. The proposed method was tested on a simulated dataset and a real dataset, with the focus being mainly on the performance of retrieving bottom response and water depths. We also investigated the influence of the parameter settings on the accuracy of the bathymetry estimates. The results demonstrate that the improved quadrilateral fitting algorithm shows a superior performance in terms of low RMSE and a high detection rate in the water depth and magnitude retrieval. What’s more, compared with the use of a triangular function or the existing quadrilateral function to fit the water column contribution, the presented method retrieved the least noise and the least number of unidentified waveforms, showed the best performance in fitting the return waveforms, and had consistent fitting goodness for all different water depths. MDPI 2018-02-11 /pmc/articles/PMC5855513/ /pubmed/29439492 http://dx.doi.org/10.3390/s18020552 Text en © 2018 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (http://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
Ding, Kai
Li, Qingquan
Zhu, Jiasong
Wang, Chisheng
Guan, Minglei
Chen, Zhipeng
Yang, Chao
Cui, Yang
Liao, Jianghai
An Improved Quadrilateral Fitting Algorithm for the Water Column Contribution in Airborne Bathymetric Lidar Waveforms
title An Improved Quadrilateral Fitting Algorithm for the Water Column Contribution in Airborne Bathymetric Lidar Waveforms
title_full An Improved Quadrilateral Fitting Algorithm for the Water Column Contribution in Airborne Bathymetric Lidar Waveforms
title_fullStr An Improved Quadrilateral Fitting Algorithm for the Water Column Contribution in Airborne Bathymetric Lidar Waveforms
title_full_unstemmed An Improved Quadrilateral Fitting Algorithm for the Water Column Contribution in Airborne Bathymetric Lidar Waveforms
title_short An Improved Quadrilateral Fitting Algorithm for the Water Column Contribution in Airborne Bathymetric Lidar Waveforms
title_sort improved quadrilateral fitting algorithm for the water column contribution in airborne bathymetric lidar waveforms
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5855513/
https://www.ncbi.nlm.nih.gov/pubmed/29439492
http://dx.doi.org/10.3390/s18020552
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