A fuzzy inference system with an associated database was developed in order to determine the forming conditions required to obtain the objective height of a drawn cup using magnesium alloy sheet. The results from both experimental and finite element analyses (FEA) have been used for constructing the database which contains information on the forming conditions used and the resultant height of the drawn cup. A case study utilizing circular-cup deep-drawing was used to test the inference system, whereby experimental results for the height of the drawn cup using specific forming conditions (temperature, blank size and blank holding force) agreed with those predicted using the inference system. This confirms the validity of the inference system. Furthermore, a learning method was developed in order to improve the system using further experimental results, the FEA results and a fuzzy algorithm. The experimental analysis showed good agreement between the required objective height and the experimentally measured height of the drawn cup.
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ASME 2010 International Manufacturing Science and Engineering Conference
October 12–15, 2010
Erie, Pennsylvania, USA
Conference Sponsors:
- Manufacturing Engineering Division
ISBN:
978-0-7918-4946-0
PROCEEDINGS PAPER
Development of Fuzzy Inference System With Learning Algorithm for Determining Press-Forming Conditions
S. Yoshihara,
S. Yoshihara
University of Yamanashi, Kofu, Yamanashi, Japan
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A. Takahashi,
A. Takahashi
University of Yamanashi, Kofu, Yamanashi, Japan
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M. Saito,
M. Saito
Topy Industries Limited, Ayase, Kanagawa, Japan
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B. J. MacDonald,
B. J. MacDonald
Dublin City University, Dublin, Ireland
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K. Manabe
K. Manabe
Tokyo Metropolitan University, Hachioji, Tokyo, Japan
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S. Yoshihara
University of Yamanashi, Kofu, Yamanashi, Japan
A. Takahashi
University of Yamanashi, Kofu, Yamanashi, Japan
M. Saito
Topy Industries Limited, Ayase, Kanagawa, Japan
B. J. MacDonald
Dublin City University, Dublin, Ireland
K. Manabe
Tokyo Metropolitan University, Hachioji, Tokyo, Japan
Paper No:
MSEC2010-34020, pp. 561-566; 6 pages
Published Online:
April 11, 2011
Citation
Yoshihara, S, Takahashi, A, Saito, M, MacDonald, BJ, & Manabe, K. "Development of Fuzzy Inference System With Learning Algorithm for Determining Press-Forming Conditions." Proceedings of the ASME 2010 International Manufacturing Science and Engineering Conference. ASME 2010 International Manufacturing Science and Engineering Conference, Volume 1. Erie, Pennsylvania, USA. October 12–15, 2010. pp. 561-566. ASME. https://doi.org/10.1115/MSEC2010-34020
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