Cargando…

Combining the Finite Element Analysis and Kriging Model for Study on Laser Surface Hardening Parameters of Pitch Bearing Raceway

Laser surface hardening is used to improve the fatigue performance of the large diameter pitch bearing. Determination of the process parameters by a trial and error method, depending on the experience of the technician, by changing the parameters repeatedly for each laser surface hardening process i...

Descripción completa

Detalles Bibliográficos
Autores principales: Zhang, Hongwei, Zhu, Meng, Ji, Siqi, Dou, Yantao
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9000486/
https://www.ncbi.nlm.nih.gov/pubmed/35408013
http://dx.doi.org/10.3390/ma15072681
_version_ 1784685447438401536
author Zhang, Hongwei
Zhu, Meng
Ji, Siqi
Dou, Yantao
author_facet Zhang, Hongwei
Zhu, Meng
Ji, Siqi
Dou, Yantao
author_sort Zhang, Hongwei
collection PubMed
description Laser surface hardening is used to improve the fatigue performance of the large diameter pitch bearing. Determination of the process parameters by a trial and error method, depending on the experience of the technician, by changing the parameters repeatedly for each laser surface hardening process is time-consuming and costly. In this paper, a method of analyzing the maximum temperature and depth of a hardened layer during the laser surface hardening process for a pitch bearing raceway of a wind turbine is proposed, which combines finite element simulation and the Kriging model. A three-dimensional finite element model of a pitch bearing ring was established using ABAQUS. The temperature field analysis was performed. The effects of process parameters including laser power, scanning speed, and laser spot radius on the depth of the hardening layer were investigated. Then, taking into account the interactional effects of different process parameters, Kriging models were constructed to reflect the relationship between input process parameters and output responses. The results show that the Kriging approximation model has a small relative error compared with the simulated results and can be used to predict the hardened layer depth.
format Online
Article
Text
id pubmed-9000486
institution National Center for Biotechnology Information
language English
publishDate 2022
publisher MDPI
record_format MEDLINE/PubMed
spelling pubmed-90004862022-04-12 Combining the Finite Element Analysis and Kriging Model for Study on Laser Surface Hardening Parameters of Pitch Bearing Raceway Zhang, Hongwei Zhu, Meng Ji, Siqi Dou, Yantao Materials (Basel) Article Laser surface hardening is used to improve the fatigue performance of the large diameter pitch bearing. Determination of the process parameters by a trial and error method, depending on the experience of the technician, by changing the parameters repeatedly for each laser surface hardening process is time-consuming and costly. In this paper, a method of analyzing the maximum temperature and depth of a hardened layer during the laser surface hardening process for a pitch bearing raceway of a wind turbine is proposed, which combines finite element simulation and the Kriging model. A three-dimensional finite element model of a pitch bearing ring was established using ABAQUS. The temperature field analysis was performed. The effects of process parameters including laser power, scanning speed, and laser spot radius on the depth of the hardening layer were investigated. Then, taking into account the interactional effects of different process parameters, Kriging models were constructed to reflect the relationship between input process parameters and output responses. The results show that the Kriging approximation model has a small relative error compared with the simulated results and can be used to predict the hardened layer depth. MDPI 2022-04-06 /pmc/articles/PMC9000486/ /pubmed/35408013 http://dx.doi.org/10.3390/ma15072681 Text en © 2022 by the authors. https://creativecommons.org/licenses/by/4.0/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 (https://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
Zhang, Hongwei
Zhu, Meng
Ji, Siqi
Dou, Yantao
Combining the Finite Element Analysis and Kriging Model for Study on Laser Surface Hardening Parameters of Pitch Bearing Raceway
title Combining the Finite Element Analysis and Kriging Model for Study on Laser Surface Hardening Parameters of Pitch Bearing Raceway
title_full Combining the Finite Element Analysis and Kriging Model for Study on Laser Surface Hardening Parameters of Pitch Bearing Raceway
title_fullStr Combining the Finite Element Analysis and Kriging Model for Study on Laser Surface Hardening Parameters of Pitch Bearing Raceway
title_full_unstemmed Combining the Finite Element Analysis and Kriging Model for Study on Laser Surface Hardening Parameters of Pitch Bearing Raceway
title_short Combining the Finite Element Analysis and Kriging Model for Study on Laser Surface Hardening Parameters of Pitch Bearing Raceway
title_sort combining the finite element analysis and kriging model for study on laser surface hardening parameters of pitch bearing raceway
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9000486/
https://www.ncbi.nlm.nih.gov/pubmed/35408013
http://dx.doi.org/10.3390/ma15072681
work_keys_str_mv AT zhanghongwei combiningthefiniteelementanalysisandkrigingmodelforstudyonlasersurfacehardeningparametersofpitchbearingraceway
AT zhumeng combiningthefiniteelementanalysisandkrigingmodelforstudyonlasersurfacehardeningparametersofpitchbearingraceway
AT jisiqi combiningthefiniteelementanalysisandkrigingmodelforstudyonlasersurfacehardeningparametersofpitchbearingraceway
AT douyantao combiningthefiniteelementanalysisandkrigingmodelforstudyonlasersurfacehardeningparametersofpitchbearingraceway