Improvement of belt tension monitoring in a belt-driven automated material handling system

The goal of the study presented in this thesis was the improvement of estimation and monitoring procedures for condition monitoring of belt tension and misalignment in belt-driven automated material handling systems widely used in modern semiconductor manufacturing systems. In pursuit of this goal,...

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Main Author: Musselman, Marcus William
Format: Others
Language:English
Published: 2010
Subjects:
Online Access:http://hdl.handle.net/2152/ETD-UT-2010-08-1712
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spelling ndltd-UTEXAS-oai-repositories.lib.utexas.edu-2152-ETD-UT-2010-08-17122015-09-20T16:56:38ZImprovement of belt tension monitoring in a belt-driven automated material handling systemMusselman, Marcus WilliamCondition based monitoringBelt driven systemsBelt tensionSemiconductor manufacturing systemsAutomated systemsThe goal of the study presented in this thesis was the improvement of estimation and monitoring procedures for condition monitoring of belt tension and misalignment in belt-driven automated material handling systems widely used in modern semiconductor manufacturing systems. In pursuit of this goal, two 3-factor, 3-level experiments were designed to study how belt vibration characteristics depend on changes in belt length, belt tension, belt misalignment, and initial location of the excitation of belt vibration. Dependent variables in each of the experiments were drawn from a denoised frequency spectrum calculated from an Autoregressive model of the belt vibration time-series. A feature vector was developed from the Autoregressive features via variance based sensitivity analysis. Results showed that belt vibration characteristics were sensitive to changes in all of the independent variables examined. These results motivated the design of a device to improve the standardized technique widely used to monitor belt tension in belt-driven material handling systems. Reducing variance in the belt length and the location of the initial excitation of belt vibration yielded a reduction of tension estimate standard deviation an order of magnitude, as compared to a human performing the standardized technique. Thus, the use of this device provided higher belt tension estimate resolution. Future work that could lead to a less intrusive technique is presented.text2010-12-23T20:05:58Z2010-12-23T20:06:04Z2010-12-23T20:05:58Z2010-12-23T20:06:04Z2010-082010-12-23August 20102010-12-23T20:06:04Zthesisapplication/pdfhttp://hdl.handle.net/2152/ETD-UT-2010-08-1712eng
collection NDLTD
language English
format Others
sources NDLTD
topic Condition based monitoring
Belt driven systems
Belt tension
Semiconductor manufacturing systems
Automated systems
spellingShingle Condition based monitoring
Belt driven systems
Belt tension
Semiconductor manufacturing systems
Automated systems
Musselman, Marcus William
Improvement of belt tension monitoring in a belt-driven automated material handling system
description The goal of the study presented in this thesis was the improvement of estimation and monitoring procedures for condition monitoring of belt tension and misalignment in belt-driven automated material handling systems widely used in modern semiconductor manufacturing systems. In pursuit of this goal, two 3-factor, 3-level experiments were designed to study how belt vibration characteristics depend on changes in belt length, belt tension, belt misalignment, and initial location of the excitation of belt vibration. Dependent variables in each of the experiments were drawn from a denoised frequency spectrum calculated from an Autoregressive model of the belt vibration time-series. A feature vector was developed from the Autoregressive features via variance based sensitivity analysis. Results showed that belt vibration characteristics were sensitive to changes in all of the independent variables examined. These results motivated the design of a device to improve the standardized technique widely used to monitor belt tension in belt-driven material handling systems. Reducing variance in the belt length and the location of the initial excitation of belt vibration yielded a reduction of tension estimate standard deviation an order of magnitude, as compared to a human performing the standardized technique. Thus, the use of this device provided higher belt tension estimate resolution. Future work that could lead to a less intrusive technique is presented. === text
author Musselman, Marcus William
author_facet Musselman, Marcus William
author_sort Musselman, Marcus William
title Improvement of belt tension monitoring in a belt-driven automated material handling system
title_short Improvement of belt tension monitoring in a belt-driven automated material handling system
title_full Improvement of belt tension monitoring in a belt-driven automated material handling system
title_fullStr Improvement of belt tension monitoring in a belt-driven automated material handling system
title_full_unstemmed Improvement of belt tension monitoring in a belt-driven automated material handling system
title_sort improvement of belt tension monitoring in a belt-driven automated material handling system
publishDate 2010
url http://hdl.handle.net/2152/ETD-UT-2010-08-1712
work_keys_str_mv AT musselmanmarcuswilliam improvementofbelttensionmonitoringinabeltdrivenautomatedmaterialhandlingsystem
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