Parametric optimization of some non-traditional machining processes using artificial bee colony algorithm

被引:128
作者
Samanta, Suman [1 ]
Chakraborty, Shankar [1 ]
机构
[1] Jadavpur Univ, Dept Prod Engn, Kolkata 700032, W Bengal, India
关键词
Optimization; Artificial bee colony algorithm; Response; Electrochemical machining; Electrochemical discharge machining; Electrochemical micromachining;
D O I
10.1016/j.engappai.2011.03.009
中图分类号
TP [自动化技术、计算机技术];
学科分类号
080201 [机械制造及其自动化];
摘要
Selection of the optimal values of different operating parameters is of utmost importance for enhancing the performance of various non-traditional machining (NTM) processes. The performance measures (responses) of different NTM processes usually include metal removal rate, surface roughness, radial overcut, tool wear rate, heat affected zone, etc. In this paper, artificial bee colony (ABC) algorithm is employed to search out the optimal combinations of different operating parameters for three widely used NTM processes, i.e. electrochemical machining, electrochemical discharge machining and electrochemical micromachining processes. Both the single and multi-objective optimization problems for the considered NTM processes are solved using this algorithm. The results obtained while applying the ABC algorithm for parametric optimization of these three NTM processes are compared with those derived by the past researchers, which prove the applicability and suitability of the ABC algorithm in enhancing the performance measures of the considered NTM processes. (C) 2011 Elsevier Ltd. All rights reserved.
引用
收藏
页码:946 / 957
页数:12
相关论文
共 22 条
[1]
Artificial bee colony algorithm for large-scale problems and engineering design optimization [J].
Akay, Bahriye ;
Karaboga, Dervis .
JOURNAL OF INTELLIGENT MANUFACTURING, 2012, 23 (04) :1001-1014
[2]
Basturk B., 2006, P IEEE SWARM INT S I
[3]
Investigation for controlled electrochemical machining through response surface methodology-based approach [J].
Bhattacharyya, B ;
Sorkhel, SK .
JOURNAL OF MATERIALS PROCESSING TECHNOLOGY, 1999, 86 (1-3) :200-207
[4]
COCHRAN WG, 1981, EXPT DESIGNS
[5]
GHOSH A, 2008, MANUFACTURING SCI
[6]
On the performance of artificial bee colony (ABC) algorithm [J].
Karaboga, D. ;
Basturk, B. .
Applied Soft Computing Journal, 2008, 8 (01) :687-697
[7]
KARABOGA D, 2005, TRO6 ERC U COMP ENG
[8]
Karaboga D., 2010, SCHOLARPEDIA, V5, P6915, DOI [10.4249/scholarpedia.6915, DOI 10.4249/SCHOLARPEDIA.6915]
[9]
KARABOGA D, 2007, PERFORMANCE ARTIFICI
[10]
KARABOGA D, 2007, ARTIFICIAL BEE COLON