Analytical Method for High-Precision Seabed Surface Modelling Combining B-Spline Functions and Fourier Series. Issue 5 (16th August 2022)
- Record Type:
- Journal Article
- Title:
- Analytical Method for High-Precision Seabed Surface Modelling Combining B-Spline Functions and Fourier Series. Issue 5 (16th August 2022)
- Main Title:
- Analytical Method for High-Precision Seabed Surface Modelling Combining B-Spline Functions and Fourier Series
- Authors:
- Zhang, Ruichen
Zhai, Guojun
Bian, Shaofeng
Li, Houpu
Ji, Bing - Abstract:
- 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 p t h Spline-Fourier-series model and the specific representation of the two dimensional p t h 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 furtherAbstract: 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 p t h Spline-Fourier-series model and the specific representation of the two dimensional p t h 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. … (more)
- Is Part Of:
- Marine geodesy. Volume 45:Issue 5(2022)
- Journal:
- Marine geodesy
- Issue:
- Volume 45:Issue 5(2022)
- Issue Display:
- Volume 45, Issue 5 (2022)
- Year:
- 2022
- Volume:
- 45
- Issue:
- 5
- Issue Sort Value:
- 2022-0045-0005-0000
- Page Start:
- 519
- Page End:
- 556
- Publication Date:
- 2022-08-16
- Subjects:
- B-spline functions -- dimensionality reduction -- Fourier series -- high-precision seabed surface modelling -- multi-scale visualization -- multi-resolution -- non-recursive calculation
Marine geodesy -- Periodicals
Hydrographic surveying -- Periodicals
526.99 - Journal URLs:
- http://www.tandfonline.com/loi/umgd20#.VvpP-lL2aic ↗
http://www.tandfonline.com/ ↗ - DOI:
- 10.1080/01490419.2022.2091695 ↗
- Languages:
- English
- ISSNs:
- 0149-0419
- Deposit Type:
- Legaldeposit
- View Content:
- Available online (eLD content is only available in our Reading Rooms) ↗
- Physical Locations:
- British Library DSC - 5375.370000
British Library DSC - BLDSS-3PM
British Library STI - ELD Digital store - Ingest File:
- 23402.xml