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Optimal Surface Fitting of Point Clouds Using Local Refinement - Application to GIS Data

English · Paperback / Softback

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Description

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This open access book provides insights into the novel Locally Refined B-spline (LR B-spline) surface format, which is suited for representing terrain and seabed data in a compact way. It provides an alternative to the well know raster and triangulated surface representations. An LR B-spline surface has an overall smooth behavior and allows the modeling of local details with only a limited growth in data volume. In regions where many data points belong to the same smooth area, LR B-splines allow a very lean representation of the shape by locally adapting the resolution of the spline space to the size and local shape variations of the region. The iterative method can be modified to improve the accuracy in particular domains of a point cloud. The use of statistical information criterion can help determining the optimal threshold, the number of iterations to perform as well as some parameters of the underlying mathematical functions (degree of the splines, parameter representation). The resulting surfaces are well suited for analysis and computing secondary information such as contour curves and minimum and maximum points. Also deformation analysis are potential applications of fitting point clouds with LR B-splines.

List of contents

Introduction.- Locally Refined Splines.- Adaptive surface Fitting with Local Refinement: LR B-spline Surfaces.- A Statistical Criterion to Judge the Goodness of Fit of LR B-splines Surface Approximation.- LR B-splines for Representation of Terrain and Seabed: Data Fusion, Outliers, and Voids.- LR B-spline Surfaces and Volumes for Deformation Analysis of Terrain Data.- Conclusion.

Product details

Authors Tor Dokken, Gaël Kermarrec, Vibeke Skytt
Publisher Springer, Berlin
 
Languages English
Product format Paperback / Softback
Released 15.12.2022
 
EAN 9783031169533
ISBN 978-3-0-3116953-3
No. of pages 111
Dimensions 155 mm x 7 mm x 235 mm
Illustrations XIX, 111 p. 61 illus., 59 illus. in color.
Series SpringerBriefs in Earth System Sciences
Subject Natural sciences, medicine, IT, technology > Geosciences > Geography

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