Proceedings of the 5th International Symposium on Knowledge Acquisition and Modeling

Surrogate Assisted Teaching Learning Based Optimisation for Process Design of a Non-circular Drawing Sequence

Authors
N. Pholdee, S. Bureerat, H.M. Baek, Y.-T. Im
Corresponding Author
N. Pholdee
Available Online June 2015.
DOI
https://doi.org/10.2991/kam-15.2015.52How to use a DOI?
Keywords
non-circular drawing sequence; surrogate model; evolutionary algorithm; optimal lat in hypercube sampling.
Abstract

In this study, surrogate assisted teaching learning based optimisation was conducted for designing a non-circular drawing (NCD) sequence in order to improve the deformation homogeneity of the drawn wire. The objective function was introduced to minimise inhomogeneous distribution of effective strain atthe cross-section of the drawn wire by selecting the design variables such as major to minor axes ratio, semi-die angle, and reduction ofarea. Three surrogate models were used to predict the effective strains atthe cross-section of the drawn wire while the teaching learning based optimiser was used to obtain the optimum results. Finite element analysis was employed for simulation of the NCD sequence in order to determine accurate effective strain distribution. The accuracy of all surrogate models was investigated while optimum results were compared with the previous studies available in the literature. The optimum results found in the present study showed better effective strain homogeneity at the cross-section of the drawn wire with the same total reduction of the area available in the literature for the less number of passes.

Copyright
© 2015, the Authors. Published by Atlantis Press.
Open Access
This is an open access article distributed under the CC BY-NC license (http://creativecommons.org/licenses/by-nc/4.0/).

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Volume Title
Proceedings of the 5th International Symposium on Knowledge Acquisition and Modeling
Series
Advances in Intelligent Systems Research
Publication Date
June 2015
ISBN
978-94-62520-87-5
ISSN
1951-6851
DOI
https://doi.org/10.2991/kam-15.2015.52How to use a DOI?
Copyright
© 2015, the Authors. Published by Atlantis Press.
Open Access
This is an open access article distributed under the CC BY-NC license (http://creativecommons.org/licenses/by-nc/4.0/).

Cite this article

TY  - CONF
AU  - N. Pholdee
AU  - S. Bureerat
AU  - H.M. Baek
AU  - Y.-T. Im
PY  - 2015/06
DA  - 2015/06
TI  - Surrogate Assisted Teaching Learning Based Optimisation for Process Design of a Non-circular Drawing Sequence
BT  - Proceedings of the 5th International Symposium on Knowledge Acquisition and Modeling
PB  - Atlantis Press
SP  - 193
EP  - 196
SN  - 1951-6851
UR  - https://doi.org/10.2991/kam-15.2015.52
DO  - https://doi.org/10.2991/kam-15.2015.52
ID  - Pholdee2015/06
ER  -