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A methodology for modeling and monitoring of centrifugal casting process

Anupam Das (Department of Mechanical Engineering, National Institute of Technology Patna, Patna, India)
S. C. Mondal (Department of Mechanical Engineering, Bengal Engineering and Science University, Howrah, India)
J. J. Thakkar (Department of Industrial Engineering and Management, Indian Institute of Technology Kharagpur, Kharagpur, India)
J. Maiti (Department of Industrial Engineering and Management, Indian Institute of Technology Kharagpur, Kharagpur, India)

International Journal of Quality & Reliability Management

ISSN: 0265-671X

Article publication date: 3 August 2015

388

Abstract

Purpose

The purpose of this paper is to build a monitoring scheme in order to detect and subsequently eliminate abnormal behavior of the concerned casting process so as to produce worm wheels with good quality characteristics.

Design/methodology/approach

In this a study, a process monitoring strategy has been devised for a centrifugal casting process using data-based multivariate statistical technique, namely, partial least squares regression (PLSR).

Findings

Based on a case study, the PLSR model constructed for this study seems to mimic the actual process quite well which is evident from the various performance criteria (predicted and analysis of variance results).

Practical implications

The practical implication of the study involves development of a software application with a back-end database which would be interfaced with a computer program based on PLSR algorithm for estimation of model parameters and the control limit for the monitoring chart. It would help in easy and real-time detection of faults.

Originality/value

This study concerns the application of a PLSR-based monitoring strategy to a centrifugal casting process engaged in the production of worm wheel.

Keywords

Acknowledgements

The authors acknowledge the support and cooperation provided by the management of the manufacturing unit toward process mapping and data collection.

Citation

Das, A., Mondal, S.C., Thakkar, J.J. and Maiti, J. (2015), "A methodology for modeling and monitoring of centrifugal casting process", International Journal of Quality & Reliability Management, Vol. 32 No. 7, pp. 718-735. https://doi.org/10.1108/IJQRM-07-2013-0122

Publisher

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Emerald Group Publishing Limited

Copyright © 2015, Emerald Group Publishing Limited

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