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Optimization and Modeling of Process Parameters in Multi-Hole Simultaneous Drilling Using Taguchi Method and Fuzzy
Muhammad Aamir1, Shanshan Tu2, Majid Tolouei-Rad1
1School of Engineering, Edith Cowan University, Joondalup, WA 6027, Australia.
Optimizing multi-spindle drilling parameters using the Taguchi method and fuzzy logic enhances precision. Low cutting speed and feed rates with a poly-drill head improve surface roughness and hole size accuracy.
Area of Science:
- Manufacturing Engineering
- Materials Science
Background:
- Aerospace and automotive industries require precise hole drilling for structural assembly.
- Multi-spindle drilling with poly-drill heads enables simultaneous hole creation, crucial for efficiency.
Purpose of the Study:
- To optimize drilling parameters for one-shot and multi-hole drilling processes.
- To evaluate the impact of parameters on surface roughness and hole size.
Main Methods:
- Taguchi method for parameter optimization.
- Analysis of variance (ANOVA) and regression analysis for significance.
- Fuzzy logic for predictive modeling of surface roughness and hole size.
Main Results:
- Optimal drilling parameters identified at low cutting speed and feed rate using a poly-drill head.
- Fuzzy logic models demonstrated good agreement with experimental surface roughness and hole size data.
- Confirmation tests validated the effectiveness of Taguchi optimization and fuzzy models.
Conclusions:
- The study successfully optimized drilling parameters for improved precision in multi-spindle drilling.
- Fuzzy logic provides an effective tool for predicting surface roughness and hole size in these processes.
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