Optimization of Honing Surface Roughness of Carburized Holes Based on GRA-RSM
The carburized holes processed by ordinary internal grinding are prone to burn, crack, and low efficiency. Honing has a superior machining efficiency and cooling effect compared to traditional internal grinding. In this paper, we innovatively apply honing to carburizing hole grinding and propose an...
Main Authors: | , , |
---|---|
Format: | Article |
Language: | English |
Published: |
MDPI AG
2021-11-01
|
Series: | Machines |
Subjects: | |
Online Access: | https://www.mdpi.com/2075-1702/9/11/291 |
_version_ | 1827676267871207424 |
---|---|
author | Tao Tang Chi Liu Rong Wang |
author_facet | Tao Tang Chi Liu Rong Wang |
author_sort | Tao Tang |
collection | DOAJ |
description | The carburized holes processed by ordinary internal grinding are prone to burn, crack, and low efficiency. Honing has a superior machining efficiency and cooling effect compared to traditional internal grinding. In this paper, we innovatively apply honing to carburizing hole grinding and propose an effective optimization scheme to enhance the surface finish of carburized holes. We set up an experimental system to explore the influence law of honing head rotation speed, axial reciprocating speed, grain size, and single grinding depth on surface roughness. Based on the grey correlation and response surface method, we propose a method to optimize the honing parameters of carburized holes and establish a prediction model, which has an R<sup>2</sup> value of 0.9887, indicating that the model fits well. We verify the validity of the model by the root mean square error of 0.012 between the measured and calculated values. Based on the model, the optimal parameters of roughness (Ra) is obtained and verified by experiments. Compared with the original honing parameters, the surface roughness quality is improved by 25.8%. It shows that the optimized honing process based on the GRA-RSM method improves the surface quality of carburized holes significantly. |
first_indexed | 2024-03-10T05:21:15Z |
format | Article |
id | doaj.art-f36c91f90733481496e8ebc465321d5c |
institution | Directory Open Access Journal |
issn | 2075-1702 |
language | English |
last_indexed | 2024-03-10T05:21:15Z |
publishDate | 2021-11-01 |
publisher | MDPI AG |
record_format | Article |
series | Machines |
spelling | doaj.art-f36c91f90733481496e8ebc465321d5c2023-11-23T00:06:28ZengMDPI AGMachines2075-17022021-11-0191129110.3390/machines9110291Optimization of Honing Surface Roughness of Carburized Holes Based on GRA-RSMTao Tang0Chi Liu1Rong Wang2College of Mechanical and Electrical Engineering, Changsha University, Changsha 410114, ChinaCollege of Mechanical and Electrical Engineering, Changsha University, Changsha 410114, ChinaAVIC Power Zhuzhou Aviation Parts Manufacturing Co., Ltd., Zhuzhou 412002, ChinaThe carburized holes processed by ordinary internal grinding are prone to burn, crack, and low efficiency. Honing has a superior machining efficiency and cooling effect compared to traditional internal grinding. In this paper, we innovatively apply honing to carburizing hole grinding and propose an effective optimization scheme to enhance the surface finish of carburized holes. We set up an experimental system to explore the influence law of honing head rotation speed, axial reciprocating speed, grain size, and single grinding depth on surface roughness. Based on the grey correlation and response surface method, we propose a method to optimize the honing parameters of carburized holes and establish a prediction model, which has an R<sup>2</sup> value of 0.9887, indicating that the model fits well. We verify the validity of the model by the root mean square error of 0.012 between the measured and calculated values. Based on the model, the optimal parameters of roughness (Ra) is obtained and verified by experiments. Compared with the original honing parameters, the surface roughness quality is improved by 25.8%. It shows that the optimized honing process based on the GRA-RSM method improves the surface quality of carburized holes significantly.https://www.mdpi.com/2075-1702/9/11/291carburizing holehoninggrey relational analysisresponse surface methodoptimization |
spellingShingle | Tao Tang Chi Liu Rong Wang Optimization of Honing Surface Roughness of Carburized Holes Based on GRA-RSM Machines carburizing hole honing grey relational analysis response surface method optimization |
title | Optimization of Honing Surface Roughness of Carburized Holes Based on GRA-RSM |
title_full | Optimization of Honing Surface Roughness of Carburized Holes Based on GRA-RSM |
title_fullStr | Optimization of Honing Surface Roughness of Carburized Holes Based on GRA-RSM |
title_full_unstemmed | Optimization of Honing Surface Roughness of Carburized Holes Based on GRA-RSM |
title_short | Optimization of Honing Surface Roughness of Carburized Holes Based on GRA-RSM |
title_sort | optimization of honing surface roughness of carburized holes based on gra rsm |
topic | carburizing hole honing grey relational analysis response surface method optimization |
url | https://www.mdpi.com/2075-1702/9/11/291 |
work_keys_str_mv | AT taotang optimizationofhoningsurfaceroughnessofcarburizedholesbasedongrarsm AT chiliu optimizationofhoningsurfaceroughnessofcarburizedholesbasedongrarsm AT rongwang optimizationofhoningsurfaceroughnessofcarburizedholesbasedongrarsm |