skip to main content
OSTI.GOV title logo U.S. Department of Energy
Office of Scientific and Technical Information

Title: Local bilinear computation of Jacobi sets

Journal Article · · The Visual Computer

Abstract We propose a novel method for the computation of Jacobi sets in 2D domains. The Jacobi set is a topological descriptor based on Morse theory that captures gradient alignments among multiple scalar fields, which is useful for multi-field visualization. Previous Jacobi set computations use piecewise linear approximations on triangulations that result in discretization artifacts like zig-zag patterns. In this paper, we utilize a local bilinear method to obtain a more precise approximation of Jacobi sets by preserving the topology and improving the geometry. Consequently, zig-zag patterns on edges are avoided, resulting in a smoother Jacobi set representation. Our experiments show a better convergence with increasing resolution compared to the piecewise linear method. We utilize this advantage with an efficient local subdivision scheme. Finally, our approach is evaluated qualitatively and quantitatively in comparison with previous methods for different mesh resolutions and across a number of synthetic and real-world examples.

Research Organization:
Univ. of Utah, Salt Lake City, UT (United States)
Sponsoring Organization:
USDOE Office of Science (SC); German Research Foundation (DFG); Swedish Research Council (VR); National Science Foundation (NSF)
Grant/Contract Number:
DOE DE-SC0021015; SC0021015; DFG 270852890-GRK 2160/2; DFG 251654672-TRR 161; 2019-05487; NSF IIS-1910733
OSTI ID:
1874619
Alternate ID(s):
OSTI ID: 1976622
Journal Information:
The Visual Computer, Journal Name: The Visual Computer Vol. 38 Journal Issue: 9-10; ISSN 0178-2789
Publisher:
Springer Science + Business MediaCopyright Statement
Country of Publication:
Germany
Language:
English

References (23)

Topological feature extraction and tracking journal July 2007
Joint Contour Nets journal August 2014
Local, smooth, and consistent Jacobi set simplification journal May 2015
Topological Methods for the Analysis of High Dimensional Data Sets and 3D Object Recognition null January 2007
Extracting Jacobi Structures in Reeb Spaces null January 2014
Scalar Field Comparison with Topological Descriptors: Properties and Applications for Scientific Visualization journal June 2021
A discrete morse-based approach to multivariate data analysis conference January 2016
Reeb spaces of piecewise linear mappings conference January 2008
Simulation of simplicity: a technique to cope with degenerate cases in geometric algorithms journal January 1990
Extraction of Parallel Vector Surfaces in 3D Time-Dependent Fields and Application to Vortex Core Line Tracking conference January 2005
Generic objective vortices for flow visualization journal July 2017
Ridge–Valley graphs: Combinatorial ridge detection using Jacobi sets journal July 2013
Approximating Gradients for Meshes and Point Clouds via Diffusion Metric journal July 2009
The "Parallel Vectors" operator-a vector field visualization primitive conference January 1999
Using PVsolve to Analyze and Locate Positions of Parallel Vectors journal July 2009
Detection of Anthropogenic Climate Change in the World's Oceans journal April 2001
Local and global comparison of continuous functions conference January 2004
Multivariate spatial data visualization: a survey journal August 2019
Relation-Aware Isosurface Extraction in Multifield Data journal February 2011
Gradient measure and Jacobi sets for estimation of interrelationship between geophysical multifields journal January 2017
The Theory of Multidimensional Persistence journal April 2009
Towards Multifield Scalar Topology Based on Pareto Optimality journal June 2013
Automatic Tree Ring Detection using Jacobi Sets preprint January 2020

Similar Records

Robust Computation of Morse-Smale Complexes of Bilinear Functions
Conference · Tue Nov 30 00:00:00 EST 2010 · OSTI ID:1874619

Zig-zag sublaminate finite element model for laminated composite and sandwich structures
Conference · Wed Dec 31 00:00:00 EST 1997 · OSTI ID:1874619

Local, smooth, and consistent Jacobi set simplification
Journal Article · Fri May 01 00:00:00 EDT 2015 · Computational Geometry · OSTI ID:1874619