Cargando…

Inverse Finite Element Method for Reconstruction of Deformation in the Gantry Structure of Heavy-Duty Machine Tool Using FBG Sensors

The deformation of the gantry structure in heavy-duty machine tools is an important factor that affects machining accuracy. In order to realize real-time monitoring of the deformation of the gantry structure, which is statically indeterminate and complex in shape, the reconstruction algorithm based...

Descripción completa

Detalles Bibliográficos
Autores principales: Liu, Mingyao, Zhang, Xiong, Song, Han, Zhou, Shiguang, Zhou, Zude, Zhou, Weijian
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2018
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6068942/
https://www.ncbi.nlm.nih.gov/pubmed/29986431
http://dx.doi.org/10.3390/s18072173
_version_ 1783343382885564416
author Liu, Mingyao
Zhang, Xiong
Song, Han
Zhou, Shiguang
Zhou, Zude
Zhou, Weijian
author_facet Liu, Mingyao
Zhang, Xiong
Song, Han
Zhou, Shiguang
Zhou, Zude
Zhou, Weijian
author_sort Liu, Mingyao
collection PubMed
description The deformation of the gantry structure in heavy-duty machine tools is an important factor that affects machining accuracy. In order to realize real-time monitoring of the deformation of the gantry structure, which is statically indeterminate and complex in shape, the reconstruction algorithm based on inverse Finite Element Method (iFEM) is proposed and fiber Bragg grating (FBG) sensors are used to measure strain data. The elements of the gantry structure are divided and the displacement functions of each element are determined. The shape function is obtained by substituting degree of freedoms (DOF) of element nodes into displacement functions. Through a differential method, the relation between strain and DOF of element nodes is established by the strain matrices. Subsequently, the DOF of element nodes are obtained by minimizing an error functional defined as the least-squares error between the analytic strain data and the corresponding experimental strains. Considering coordinate transformation and problem-specific displacement boundary conditions, the total deformation of the gantry structure is obtained. Following this, the experiment was carried out. The deformation simulated by ANSYS was used to replace the experimentally measured deformation and then compared with the deformation reconstructed by iFEM under the same loading condition. The accuracy of iFEM for reconstructing deformation of the gantry structure in heavy-duty machine tools is verified. It provides a new view for improving the machining precision of heavy-duty machine tools.
format Online
Article
Text
id pubmed-6068942
institution National Center for Biotechnology Information
language English
publishDate 2018
publisher MDPI
record_format MEDLINE/PubMed
spelling pubmed-60689422018-08-07 Inverse Finite Element Method for Reconstruction of Deformation in the Gantry Structure of Heavy-Duty Machine Tool Using FBG Sensors Liu, Mingyao Zhang, Xiong Song, Han Zhou, Shiguang Zhou, Zude Zhou, Weijian Sensors (Basel) Article The deformation of the gantry structure in heavy-duty machine tools is an important factor that affects machining accuracy. In order to realize real-time monitoring of the deformation of the gantry structure, which is statically indeterminate and complex in shape, the reconstruction algorithm based on inverse Finite Element Method (iFEM) is proposed and fiber Bragg grating (FBG) sensors are used to measure strain data. The elements of the gantry structure are divided and the displacement functions of each element are determined. The shape function is obtained by substituting degree of freedoms (DOF) of element nodes into displacement functions. Through a differential method, the relation between strain and DOF of element nodes is established by the strain matrices. Subsequently, the DOF of element nodes are obtained by minimizing an error functional defined as the least-squares error between the analytic strain data and the corresponding experimental strains. Considering coordinate transformation and problem-specific displacement boundary conditions, the total deformation of the gantry structure is obtained. Following this, the experiment was carried out. The deformation simulated by ANSYS was used to replace the experimentally measured deformation and then compared with the deformation reconstructed by iFEM under the same loading condition. The accuracy of iFEM for reconstructing deformation of the gantry structure in heavy-duty machine tools is verified. It provides a new view for improving the machining precision of heavy-duty machine tools. MDPI 2018-07-06 /pmc/articles/PMC6068942/ /pubmed/29986431 http://dx.doi.org/10.3390/s18072173 Text en © 2018 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
Liu, Mingyao
Zhang, Xiong
Song, Han
Zhou, Shiguang
Zhou, Zude
Zhou, Weijian
Inverse Finite Element Method for Reconstruction of Deformation in the Gantry Structure of Heavy-Duty Machine Tool Using FBG Sensors
title Inverse Finite Element Method for Reconstruction of Deformation in the Gantry Structure of Heavy-Duty Machine Tool Using FBG Sensors
title_full Inverse Finite Element Method for Reconstruction of Deformation in the Gantry Structure of Heavy-Duty Machine Tool Using FBG Sensors
title_fullStr Inverse Finite Element Method for Reconstruction of Deformation in the Gantry Structure of Heavy-Duty Machine Tool Using FBG Sensors
title_full_unstemmed Inverse Finite Element Method for Reconstruction of Deformation in the Gantry Structure of Heavy-Duty Machine Tool Using FBG Sensors
title_short Inverse Finite Element Method for Reconstruction of Deformation in the Gantry Structure of Heavy-Duty Machine Tool Using FBG Sensors
title_sort inverse finite element method for reconstruction of deformation in the gantry structure of heavy-duty machine tool using fbg sensors
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6068942/
https://www.ncbi.nlm.nih.gov/pubmed/29986431
http://dx.doi.org/10.3390/s18072173
work_keys_str_mv AT liumingyao inversefiniteelementmethodforreconstructionofdeformationinthegantrystructureofheavydutymachinetoolusingfbgsensors
AT zhangxiong inversefiniteelementmethodforreconstructionofdeformationinthegantrystructureofheavydutymachinetoolusingfbgsensors
AT songhan inversefiniteelementmethodforreconstructionofdeformationinthegantrystructureofheavydutymachinetoolusingfbgsensors
AT zhoushiguang inversefiniteelementmethodforreconstructionofdeformationinthegantrystructureofheavydutymachinetoolusingfbgsensors
AT zhouzude inversefiniteelementmethodforreconstructionofdeformationinthegantrystructureofheavydutymachinetoolusingfbgsensors
AT zhouweijian inversefiniteelementmethodforreconstructionofdeformationinthegantrystructureofheavydutymachinetoolusingfbgsensors