Mathematical Geology

, Volume 25, Issue 6, pp 641–655

Interpolation by regularized spline with tension: I. Theory and implementation

Authors

  • Helena Mitášová
    • Illinois Natural History Survey
  • Lubos Mitáš
    • Department of PhysicsUniversity of Illinois at Urbana-Champaign
Articles

DOI: 10.1007/BF00893171

Cite this article as:
Mitášová, H. & Mitáš, L. Math Geol (1993) 25: 641. doi:10.1007/BF00893171

Abstract

Bivariate and trivariate functions for interpolation from scattered data are derived. They are constructed by explicit minimization of a general smoothness functional, and they include a tension parameter that controls the character of the interpolation function (e.g., for bivariate case the surface can be tuned from a “membrane” to a “thin steel plate”), Tension can be applied also in a chosen direction, for modeling of phenomena with a simple type of anisotropy. The functions have regular derivatives of all orders everywhere. This makes them suitable for analysis of surface geometry and for direct application in models where derivatives are necessary. For processing of large datasets (thousands of data points), which are now common in geosciences, a segmentation algorithm with a flexible size of overlapping neighborhood is presented. Simple examples demonstrating flexibility and accuracy of the functions are presented.

Key words

surface modelingscattered data interpolationsegmented processing

Copyright information

© International Association for Mathematical Geology 1993