Cargando…

Calibration Method of Orthogonally Splitting Imaging Pose Sensor Based on KDFcmPUM

This paper proposes a partition of unity method (PUM) based on KDFCM (KDFcmPUM) that can be implemented to solve the dense matrix problem that occurs when the radial basis function (RBF) interpolation method deals with a large amount of scattered data. This method introduces a kernel fuzzy clusterin...

Descripción completa

Detalles Bibliográficos
Autores principales: Zhao, Na, Sun, Changku, Wang, Peng
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2019
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6891560/
https://www.ncbi.nlm.nih.gov/pubmed/31744066
http://dx.doi.org/10.3390/s19224991
_version_ 1783475843292463104
author Zhao, Na
Sun, Changku
Wang, Peng
author_facet Zhao, Na
Sun, Changku
Wang, Peng
author_sort Zhao, Na
collection PubMed
description This paper proposes a partition of unity method (PUM) based on KDFCM (KDFcmPUM) that can be implemented to solve the dense matrix problem that occurs when the radial basis function (RBF) interpolation method deals with a large amount of scattered data. This method introduces a kernel fuzzy clustering algorithm to improve clustering accuracy and achieve the partition of unity. The local compact support RBF is used to construct the weight function, and local expression is obtained from the interpolation of the global RBF. Finally, the global expression is constructed by the weight function and local expression. In this paper, the method is applied to the orthogonally splitting imaging pose sensor to establish the mathematical model and the calibration and test experiments are carried out. The calibration and test accuracy both reached ±0.1 mm, and the number of operations was reduced by 4% at least. The experimental results show that KDFcmPUM is effective.
format Online
Article
Text
id pubmed-6891560
institution National Center for Biotechnology Information
language English
publishDate 2019
publisher MDPI
record_format MEDLINE/PubMed
spelling pubmed-68915602019-12-18 Calibration Method of Orthogonally Splitting Imaging Pose Sensor Based on KDFcmPUM Zhao, Na Sun, Changku Wang, Peng Sensors (Basel) Article This paper proposes a partition of unity method (PUM) based on KDFCM (KDFcmPUM) that can be implemented to solve the dense matrix problem that occurs when the radial basis function (RBF) interpolation method deals with a large amount of scattered data. This method introduces a kernel fuzzy clustering algorithm to improve clustering accuracy and achieve the partition of unity. The local compact support RBF is used to construct the weight function, and local expression is obtained from the interpolation of the global RBF. Finally, the global expression is constructed by the weight function and local expression. In this paper, the method is applied to the orthogonally splitting imaging pose sensor to establish the mathematical model and the calibration and test experiments are carried out. The calibration and test accuracy both reached ±0.1 mm, and the number of operations was reduced by 4% at least. The experimental results show that KDFcmPUM is effective. MDPI 2019-11-16 /pmc/articles/PMC6891560/ /pubmed/31744066 http://dx.doi.org/10.3390/s19224991 Text en © 2019 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (http://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
Zhao, Na
Sun, Changku
Wang, Peng
Calibration Method of Orthogonally Splitting Imaging Pose Sensor Based on KDFcmPUM
title Calibration Method of Orthogonally Splitting Imaging Pose Sensor Based on KDFcmPUM
title_full Calibration Method of Orthogonally Splitting Imaging Pose Sensor Based on KDFcmPUM
title_fullStr Calibration Method of Orthogonally Splitting Imaging Pose Sensor Based on KDFcmPUM
title_full_unstemmed Calibration Method of Orthogonally Splitting Imaging Pose Sensor Based on KDFcmPUM
title_short Calibration Method of Orthogonally Splitting Imaging Pose Sensor Based on KDFcmPUM
title_sort calibration method of orthogonally splitting imaging pose sensor based on kdfcmpum
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6891560/
https://www.ncbi.nlm.nih.gov/pubmed/31744066
http://dx.doi.org/10.3390/s19224991
work_keys_str_mv AT zhaona calibrationmethodoforthogonallysplittingimagingposesensorbasedonkdfcmpum
AT sunchangku calibrationmethodoforthogonallysplittingimagingposesensorbasedonkdfcmpum
AT wangpeng calibrationmethodoforthogonallysplittingimagingposesensorbasedonkdfcmpum