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Development of Regression Model Using Lasso for End Milling on AL6061 Alloy


Affiliations
1 Dept of Mech Engg, MVSR Engg College, Nadergul, Hyderabad, India
2 Dept of Mech Engg, CoE, Osmania University, Hyderabad, India
     

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The development of various non-ferrous materials is increasing at an exponential rate as the usage of non-ferrous materials has seen a greater than before preference over the traditional ferrous metals. Al6061 alloy has become the forerunner and is widely used in various industrial applications. This paper includes the study of machinability properties of Al6061 alloy by performing various experiments under vertical milling machine using HSS end mill cutter. Full-factorial approach was used to conduct the experimentation, a regression model was developed using Least Absolute Shrinkage and Selection Operator (Lasso) between the input parameters and output responses.

Keywords

Al6061, Design of Experiments, End Milling, Lasso, Machinability, Regression Analysis.
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  • Development of Regression Model Using Lasso for End Milling on AL6061 Alloy

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Authors

S. Gajanana
Dept of Mech Engg, MVSR Engg College, Nadergul, Hyderabad, India
B. Sureshkumar Reddy
Dept of Mech Engg, MVSR Engg College, Nadergul, Hyderabad, India
A. Krishnaiah
Dept of Mech Engg, CoE, Osmania University, Hyderabad, India

Abstract


The development of various non-ferrous materials is increasing at an exponential rate as the usage of non-ferrous materials has seen a greater than before preference over the traditional ferrous metals. Al6061 alloy has become the forerunner and is widely used in various industrial applications. This paper includes the study of machinability properties of Al6061 alloy by performing various experiments under vertical milling machine using HSS end mill cutter. Full-factorial approach was used to conduct the experimentation, a regression model was developed using Least Absolute Shrinkage and Selection Operator (Lasso) between the input parameters and output responses.

Keywords


Al6061, Design of Experiments, End Milling, Lasso, Machinability, Regression Analysis.

References