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A new application of an evolving tree to failure mode and effect analysis methodology

chapter
posted on 2014-01-01, 00:00 authored by W L Chang, K M Tay, Chee Peng LimChee Peng Lim
Failure Mode and Effect Analysis (FMEA) is a popular safety and reliability analysis methodology for examining potential failure modes of products, process, designs, or services, in a wide range of industries. Despite its popularity, there are a number of limitations of FMEA, and two highlighted issues are the bulky FMEA form and its intricacy of use. To overcome these shortcomings, we introduce the idea of visualisation pertaining to the failure modes or control actions in FMEA. A visualisation model with an incremental learning feature, i.e., the evolving tree (ETree), is adopted to allow the failure modes or control actions in FMEA to be clustered and visualized. The failure modes or control actions are grouped and visualized with consideration of their Severity, Occurrence, and Detection scores. Our proposed approach allows the failure modes or control actions to be mapped into a tree structure for visualisation. The devised approach is evaluated with a benchmark problem. The experiments show that the control actions of FMEA can be visualised through the tree structure, which provides a quick and easily understandable platform of the FMEA spreadsheet to facilitate decision making tasks.

History

Title of book

Neural information processing : 21st International Conference ICONIP 2014 Kuching, Malaysia, November 3-6, 2014 Proceedings, Part III

Volume

8836

Series

Lecture notes in computer science

Chapter number

51

Pagination

415 - 422

Publisher

Springer Verlag

Place of publication

Berlin, Germany

ISSN

0302-9743

eISSN

1611-3349

ISBN-13

9783319126425

Language

eng

Publication classification

B Book chapter; B1 Book chapter

Copyright notice

2014, Springer Verlag

Extent

83

Editor/Contributor(s)

K Loo, K Yap, K Wong, A Teoh, K Huang