http://repository.iitr.ac.in/handle/123456789/10507
Title: | Parameter optimization of multi-pass turning using chaotic PSO |
Authors: | Chauhan P. Pant M. Deep, K. |
Published in: | International Journal of Machine Learning and Cybernetics |
Abstract: | Determination of an optimal set of machining parameters is needed to produce an ordered product of considerable quality and minimal manufacturing cost. The nonlinear and highly constrained nature of machining models restricts the application of classical gradient based techniques for handling such problems. The present study focuses on obtaining the optimal machining conditions during multi-pass turning operations. Methodology used is, a chaotic PSO namely Totally Disturbed Particle Swarm Optimization (TDPSO), an enhanced variant of PSO is employed for obtaining the optimal machining conditions during multi-pass turning operations subject to various constraints. In TDPSO, the phenomenon of chaos is embedded at different stages of PSO in order to make the search process more efficient. Results obtained by TDPSO are compared with results available in literature and it is observed that TDPSO is quite efficient for dealing with such problems. © 2014, Springer-Verlag Berlin Heidelberg. |
Citation: | International Journal of Machine Learning and Cybernetics (2015), 6(2): 319-337 |
URI: | https://doi.org/10.1007/s13042-013-0221-1 http://repository.iitr.ac.in/handle/123456789/10507 |
Issue Date: | 2015 |
Publisher: | Springer Verlag |
Keywords: | Chaotic PSO Constrained optimization Multi-pass turning Process parameters |
ISSN: | 18688071 |
Author Scopus IDs: | 35752990300 23467551900 8561208900 |
Author Affiliations: | Chauhan, P., Department of Mathematics, Indian Institute of Technology Roorkee, Roorkee, Uttarakhand 247667, India Pant, M., Department of Paper Technology, Indian Institute of Technology Roorkee, Saharanpur, Uttarakhand 247001, India Deep, K., Department of Mathematics, Indian Institute of Technology Roorkee, Roorkee, Uttarakhand 247667, India |
Corresponding Author: | Chauhan, P.; Department of Mathematics, Indian Institute of Technology RoorkeeIndia |
Appears in Collections: | Journal Publications [MA] |
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