Jurnal Ilmu Komputer dan Informasi
Vol 13, No 1 (2020): Jurnal Ilmu Komputer dan Informasi (Journal of Computer Science and Information

Irregular Grid Interpolation using Radial Basis Function for Large Cylindrical Volume

Syam Budi Iryanto (Research Center for Informatics, Indonesian Institute of Science (LIPI))
Furqon Hensan Muttaqien (Research Center for Informatics, Indonesian Institute of Science (LIPI))
Rifki Sadikin (Research Center for Informatics, Indonesian Institute of Science (LIPI))



Article Info

Publish Date
14 Mar 2020

Abstract

Irregular grid interpolation is one of the numerical functions that often used to approximate value on an arbitrary location in the area closed by non-regular grid pivot points. In this paper, we propose method for achieving efficient computation time of radial basis function-based non-regular grid interpolation on a cylindrical coordinate. Our method consist of two stages. The first stage is the computation of weights from solving linear RBF systems constructed by known pivot points. We divide the volume into many subvolumes. At second stages, interpolation on an arbitrary point could be done using weights calculated on the first stage. At first, we find the nearest point with the query point by structuring pivot points in a K-D tree structure. After that, using the closest pivot point, we could compute the interpolated value with RBF functions. We present the performance of our method based on computation time on two stages and its precision by calculating the mean square error between the interpolated values and analytic functions. Based on the performance evaluation, our method is acceptable.

Copyrights © 2020






Journal Info

Abbrev

JIKI

Publisher

Subject

Computer Science & IT Library & Information Science

Description

Jurnal Ilmu Komputer dan Informasi is a scientific journal in computer science and information containing the scientific literature on studies of pure and applied research in computer science and information and public review of the development of theory, method and applied sciences related to the ...