DocumentCode
813404
Title
Topological lines in 3D tensor fields and discriminant Hessian factorization
Author
Zheng, Xiaoqiang ; Parlett, Beresford N. ; Pang, Alex
Author_Institution
Dept. of Comput. Sci., California Univ., Santa Cruz, CA, USA
Volume
11
Issue
4
fYear
2005
Firstpage
395
Lastpage
407
Abstract
This paper addresses several issues related to topological analysis of 3D second order symmetric tensor fields. First, we show that the degenerate features in such data sets form stable topological lines rather than points, as previously thought. Second, the paper presents two different methods for extracting these features by identifying the individual points on these lines and connecting them. Third, this paper proposes an analytical form of obtaining tangents at the degenerate points along these topological lines. The tangents are derived from a Hessian factorization technique on the tensor discriminant and leads to a fast and stable solution. Together, these three advances allow us to extract the backbone topological lines that form the basis for topological analysis of tensor fields.
Keywords
Hessian matrices; computational geometry; data visualisation; feature extraction; matrix decomposition; solid modelling; tensors; visual databases; 3D tensor fields; degenerate tensors; discriminant Hessian factorization; hyperstreamlines; real symmetric tensors; topological lines; Data mining; Data visualization; Feature extraction; Joining processes; Polynomials; Spine; Symmetric matrices; Tensile stress; Topology; Index Terms- Hyperstreamlines; degenerate tensors; real symmetric tensors; tensor topology.; Algorithms; Computer Graphics; Computer Simulation; Discriminant Analysis; Image Enhancement; Image Interpretation, Computer-Assisted; Imaging, Three-Dimensional; Models, Theoretical; Numerical Analysis, Computer-Assisted; Online Systems; Rheology; User-Computer Interface;
fLanguage
English
Journal_Title
Visualization and Computer Graphics, IEEE Transactions on
Publisher
ieee
ISSN
1077-2626
Type
jour
DOI
10.1109/TVCG.2005.67
Filename
1432685
Link To Document