A novel material removal prediction method based on acoustic sensing and ensemble XGBoost learning algorithm for robotic belt grinding of Inconel 718

2019 ◽  
Vol 105 (1-4) ◽  
pp. 217-232 ◽  
Author(s):  
Kaiyuan Gao ◽  
Huabin Chen ◽  
Xiaoqiang Zhang ◽  
XuKai Ren ◽  
Junqi Chen ◽  
...  
Keyword(s):  
Inconel 718 ◽  
Material Removal ◽  
Learning Algorithm ◽  
Prediction Method ◽  
Belt Grinding ◽  
Acoustic Sensing ◽  
Novel Material ◽  
Robotic Belt Grinding

A MATERIAL REMOVAL MODEL FOR ROBOTIC BELT GRINDING PROCESS

2014 ◽  
Vol 18 (1) ◽  
pp. 15-30 ◽  
Author(s):  
Shuihua Wu ◽  
Kazem Kazerounian ◽  
Zhongxue Gan ◽  
Yunquan Sun
Keyword(s):  
Material Removal ◽  
Grinding Process ◽  
Belt Grinding ◽  
Material Removal Model ◽  
Robotic Belt Grinding ◽  
Removal Model

A new method to achieve dynamic heat input monitoring in robotic belt grinding of Inconel 718

2020 ◽  
Vol 57 ◽  
pp. 575-588 ◽  
Author(s):  
Xukai Ren ◽  
Ze Chai ◽  
Jijin Xu ◽  
Xiaoqiang Zhang ◽  
Yanbing He ◽  
...  
Keyword(s):  
Heat Input ◽  
Inconel 718 ◽  
New Method ◽  
Belt Grinding ◽  
Input Monitoring ◽  
Robotic Belt Grinding

scholarly journals An Investigation of Surface Corrosion Behavior of Inconel 718 after Robotic Belt Grinding

Materials ◽  
2018 ◽  
Vol 11 (12) ◽  
pp. 2440 ◽  
Author(s):  
Junwei Wang ◽  
Jijin Xu ◽  
Xiaoqiang Zhang ◽  
Xukai Ren ◽  
Xuefeng Song ◽  
...  
Keyword(s):  
Residual Stress ◽  
Surface Roughness ◽  
Corrosion Resistance ◽  
Corrosion Behavior ◽  
Process Parameters ◽  
Inconel 718 ◽  
Dissolution Behavior ◽  
Belt Grinding ◽  
Surface Corrosion ◽  
Robotic Belt Grinding

Surface corrosion resistance of nickel-based superalloys after grinding is an important consideration to ensure the service performance. In this work, robotic belt grinding is adopted because it offers controllable material processing by dynamically controlling process parameters and tool-workpiece contact state. Surface corrosion behavior of Inconel 718 after robotic belt grinding was investigated by electrochemical testing in 3.5 wt % NaCl solution at room temperature. Specimens were characterized by morphology, surface roughness and residual stress systematically. The potentiodynamic polarization curves and electrochemical impedance spectroscopy (EIS) analysis indicate the corrosion resistance of the specimen surface improves remarkably with the decrease of abrasive particle size. It can be attributed to the change of surface roughness and residual stress. The energy dispersive X-ray spectroscopy (EDS) indicates that niobium (Nb) is preferentially attacked in the corrosion process. A plausible electrochemical dissolution behavior for Inconel 718 processed by robotic belt grinding is proposed. This study is of significance for achieving desired corrosion property of work surface by optimizing grinding process parameters.

A comprehensive study on surface integrity of nickel-based superalloy Inconel 718 under robotic belt grinding

2018 ◽  
Vol 34 (1) ◽  
pp. 61-69 ◽  
Author(s):  
Junwei Wang ◽  
Jijin Xu ◽  
Xiangfei Wang ◽  
Xiaoqiang Zhang ◽  
Xuefeng Song ◽  
...  
Keyword(s):  
Surface Integrity ◽  
Inconel 718 ◽  
Belt Grinding ◽  
Nickel Based Superalloy ◽  
Robotic Belt Grinding ◽  
Comprehensive Study
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