Feature comparisons of 3-D vector fields using earth mover's distance

A method for comparing three-dimensional vector fields constructed from simple critical points is described. This method is a natural extension of previous work (Y. Lavin et al., 1998), which defined a distance metric for comparing two-dimensional fields. The extension to three-dimensions follows the path of our previous work, rethinking the representation of a critical point signature and the distance measure between the points. Since the method relies on topologically based information, problems such as grid matching and vector alignment which often complicate other comparison techniques are avoided. In addition, since only feature information is used to represent, and is therefore stored for each field, a significant amount of compression occurs.

[1]  Frits H. Post,et al.  Visual Representation of Vector Fields Recent Developments and Research Directions , 1993 .

[2]  M. S. Chong,et al.  A general classification of three-dimensional flow fields , 1990 .

[3]  C. Sparrow The Lorenz Equations: Bifurcations, Chaos, and Strange Attractors , 1982 .

[4]  Hans-Georg Pagendarm,et al.  Comparative Visualization - Approaches and Examples , 1994 .

[5]  S. J. Kline,et al.  Study of turbulent boundary layer structure using the invariants of the velocity gradient tensor , 1996 .

[6]  Robin N. Strickland,et al.  Vector Field Analysis and Synthesis Using Three-Dimensional Phase Portraits , 1997, CVGIP Graph. Model. Image Process..

[7]  Lambertus Hesselink,et al.  Feature comparisons of vector fields using Earth mover's distance , 1998, Proceedings Visualization '98 (Cat. No.98CB36276).

[8]  Alex Pang,et al.  Data level comparison of wind tunnel and computational fluid dynamics data , 1998 .

[9]  J. Reyn,et al.  Classification and description of the singular points of a system of three linear differential equations , 1964 .

[10]  Lambertus Hesselink,et al.  Representation and display of vector field topology in fluid flow data sets , 1989, Computer.

[11]  William E. Boyce,et al.  Elementary differential equations and boundary value problems - Fourth edition , 1986 .

[12]  A. Perry,et al.  Critical Points in Flow Patterns , 1975 .

[13]  Lambertus Hesselink,et al.  Digital Image Processing in Flow Visualization , 1988 .