Citation
Ng, Kian Theng
(2013)
Novel detection soft-computing algorithm for structural health monitoring system.
Masters thesis, Universiti Putra Malaysia.
Abstract
In view of the criticality of structural integrity, there are many approaches and Structural Health Monitoring (SHM) techniques developed to detect damage or crack in engineering structures. However, there is a lack of attention on developing SHM software for the damage detection in the market. This research aims to develop
Novitect, a soft computing platform system for SHM. Novitect is developed using MATLAB 2008-Graphical User Interface (GUIDE) module and designed to formulate novelty detection method employing outlier analysis (OA) for multivariate problem. This system allows users to calculate the novelty index and to display the novelty index plot by processing the data which are in either .MAT or .XLSX format. For this work, the data was based on the acquired waveform response via a smart sensor, piezoceramic transducer (PZT). In the first phase of the designing the Novitect software, the validation of the developed soft computing platform was carried out using acquired data from a hollow cylinder-like structure available from the existing published work. The effectiveness of the developed Novitect was done by executing experiment work on aircraft spoiler which consist of two structural conditions;
undamaged and damaged. It was discovered that Novitect is capable to be served as the in-service SHM maintenance tool.
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Additional Metadata
Item Type: |
Thesis
(Masters)
|
Subject: |
Structural analysis (Engineering) - Computer simulation |
Subject: |
Soft computing - Industrial applications |
Call Number: |
FK 2013 59 |
Chairman Supervisor: |
Faizal Mustapha, PhD |
Divisions: |
Faculty of Engineering |
Depositing User: |
Haridan Mohd Jais
|
Date Deposited: |
22 Jul 2016 03:41 |
Last Modified: |
22 Jul 2016 03:41 |
URI: |
http://psasir.upm.edu.my/id/eprint/47582 |
Statistic Details: |
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