b样条函数与傅里叶级数相结合的高精度海底表面建模分析方法

IF 2 4区 地球科学 Q2 GEOCHEMISTRY & GEOPHYSICS
Ruichen Zhang, Guojun Zhai, S. Bian, Houpu Li, B. Ji
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引用次数: 1

摘要

高精度海底表面建模为海洋视觉计算、海底地形检测、海洋生物学、海洋工程等领域提供多源高精度基础地理数据集。本文提出了一种将b样条函数与傅里叶级数相结合的高精度海底表面模型,称为样条-傅里叶级数(S-FS)方法。首先,深入探讨了b样条函数与傅立叶级数在建模过程中的数学关系,推导出了样条-傅立叶级数模型的非递归基函数以及二维样条-傅立叶级数模型的具体表示。利用公开的大面积水深数据集,与传统方法(最近邻、双线性、双三次)和传统傅立叶级数进行了大量实验比较,结果表明S-FS方法具有更高的精度、更好的收敛性和更强的鲁棒性。最后,基于S-FS方法的数学理论模型,从视觉上深入分析了S-FS方法构建高精度海床表面的三个特点(降维、多分辨率表达和多尺度可视化)。与b样条函数相比,S-FS方法的基本函数继承了其优先的紧支撑性能,不再需要递归计算,进一步显示了其在高精度海底表面建模领域的可行性和可扩展性。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Analytical Method for High-Precision Seabed Surface Modelling Combining B-Spline Functions and Fourier Series
Abstract High-accuracy seabed surface modelling provides multi-source high-precision fundamental geographic datasets for marine visual computing, seabed topography detection, marine biology, marine engineering and other fields. Proposed in this paper is a high-precision seabed surface model, which combines B-spline functions and Fourier-series, referred to as the Spline-Fourier-series (S-FS) method. Firstly, the mathematical relationship between the B-spline functions and Fourier-series in the modelling process is explored in depth, deducing the non-recursive basis functions of the Spline-Fourier-series model and the specific representation of the two dimensional Spline-Fourier-series model. Furthermore, using a publicly available Large-area bathymetric dataset, extensive experiments are conducted for comparisons with traditional methods (nearest-neighbor, bilinear, bicubic) and traditional Fourier-series, which generally shows the S-FS method has higher accuracy, better convergence and stronger robustness. Finally, based on its mathematically theoretical model, three characteristics (dimensionality reduction, multi-resolution expression and multi-scale visualization) of the S-FS method for constructing high-precision seabed surface are analyzed visually and deeply. Compared with B-spline function, the basic functions of the S-FS method inherit its prioritized compactly-supported performance and do not need to be recursively calculated anymore, thereby further showing its feasibility and extensibility in the field of high-precision seabed surface modelling.
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来源期刊
Marine Geodesy
Marine Geodesy 地学-地球化学与地球物理
CiteScore
4.10
自引率
6.20%
发文量
27
审稿时长
>12 weeks
期刊介绍: The aim of Marine Geodesy is to stimulate progress in ocean surveys, mapping, and remote sensing by promoting problem-oriented research in the marine and coastal environment. The journal will consider articles on the following topics: topography and mapping; satellite altimetry; bathymetry; positioning; precise navigation; boundary demarcation and determination; tsunamis; plate/tectonics; geoid determination; hydrographic and oceanographic observations; acoustics and space instrumentation; ground truth; system calibration and validation; geographic information systems.
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