Intelligent selection of machining parameters in multipass turnings using firefly algorithm

Determination of optimal cutting parameters is one of the most important elements in any process planning of metal parts. In this paper, a new optimization technique, firefly algorithm, is used for determining the machining parameters in a multipass turning operation model. The objective considered is minimization of production cost under a set of machining constraints. The optimization is carried out using firefly algorithm. An application example is presented and solved to illustrate the effectiveness of the presented algorithm.

[1]  Petros G. Petropoulos Optimal selection of machining rate variables by geometric programming , 1973 .

[2]  J. Srinivas,et al.  Optimization of multi-pass turning using particle swarm intelligence , 2009 .

[3]  Yinbiao Guo,et al.  Intelligent Selection of Machining Parameters in Multi-pass Turnings Using a GA-based Approach , 2011 .

[4]  Can Cogun,et al.  A computer-aided graphical technique for the optimization of machining conditions , 1993 .

[5]  Slawomir Zak,et al.  Firefly Algorithm for Continuous Constrained Optimization Tasks , 2009, ICCCI.

[6]  R. Saravanan,et al.  Selection of machining parameters for constrained machining problem using evolutionary computation , 2007 .

[7]  D. S. Ermer,et al.  Optimization of the Constrained Machining Economics Problem by Geometric Programming , 1971 .

[8]  Du-Ming Tsai,et al.  A simulated annealing approach for optimization of multi-pass turning operations , 1996 .

[9]  Ramón Quiza Sardiñas,et al.  Genetic algorithm-based multi-objective optimization of cutting parameters in turning processes , 2006, Eng. Appl. Artif. Intell..

[10]  R. Saravanan,et al.  Optimization of multi-pass turning operations using ant colony system , 2003 .

[11]  Yi-Chi Wang A note on 'optimization of multi-pass turning operations using ant colony system' , 2007 .

[12]  Xin-She Yang,et al.  Firefly algorithm, stochastic test functions and design optimisation , 2010, Int. J. Bio Inspired Comput..

[13]  Mu-Chen Chen,et al.  Optimization of multipass turning operations with genetic algorithms: A note , 2003 .

[14]  J. S. Agapiou The Optimization of Machining Operations Based on a Combined Criterion, Part 2: Multipass Operations , 1992 .

[15]  Xin-She Yang,et al.  Nature-Inspired Metaheuristic Algorithms , 2008 .

[16]  Yung C. Shin,et al.  Optimization of machining conditions with practical constraints , 1992 .

[17]  Xin-She Yang,et al.  Firefly Algorithms for Multimodal Optimization , 2009, SAGA.

[18]  Theofanis Apostolopoulos,et al.  Application of the Firefly Algorithm for Solving the Economic Emissions Load Dispatch Problem , 2011 .

[19]  Xin-She Yang,et al.  Firefly Algorithm, Lévy Flights and Global Optimization , 2010, SGAI Conf..

[20]  Mu-Chen Chen,et al.  Optimizing machining economics models of turning operations using the scatter search approach , 2004 .