Evaluating CNC Milling Performance for Machining AISI 316 Stainless Steel with Carbide Cutting Tool Insert
Azhar Equbal1, Md Asif Equbal2, Md Israr Equbal3
1Department of Mechanical Engineering, Faculty of Engineering and Technology, Jamia Millia Islamia, New Delhi 110025, India.
Materials (Basel, Switzerland)
|November 26, 2022
Summary
This study optimized CNC milling of AISI 316 stainless steel. Optimal parameters (cutting speed, feed rate, depth of cut) were found using response surface methodology and data envelopment analysis for improved material removal rate and surface roughness.
Area of Science:
- Manufacturing Engineering
- Materials Science
Background:
- AISI 316 stainless steel is a widely used material in demanding applications.
- Optimizing CNC milling processes is crucial for efficient material removal and surface finish.
Purpose of the Study:
- To investigate the CNC milling performance of AISI 316 stainless steel using a carbide cutting tool.
- To determine the optimal machining parameters (cutting speed, feed rate, depth of cut) for maximizing material removal rate (MRR) and minimizing surface roughness (SR).
Main Methods:
- Utilized a face-centered central composite design (FCCCD) based on response surface methodology (RSM).
- Employed multi-response optimization using the data envelopment analysis based ranking (DEAR) approach.
- Analyzed experimental results using analysis of variance (ANOVA), response graphs, and 3D surface plots.
Main Results:
- Identified optimal machining parameters: cutting speed (v) = 220 m/min, feed rate (f) = 0.20 mm/rev, and depth of cut (d) = 1.2 mm.
- Depth of cut (d) dominantly influenced material removal rate (MRR), followed by cutting speed (v).
- Feed rate (f) was the primary factor affecting surface roughness (SR), followed by depth of cut (d); cutting speed (v) had minimal impact on SR.
Conclusions:
- Successfully machined AISI 316 SS with a carbide tool, establishing optimal parameters for MRR and SR.
- The DEAR method effectively optimized multiple responses in the CNC milling process.
- Provides valuable insights for enhancing the efficiency and quality of AISI 316 SS machining.
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