Monitoring Tool Wear and Chatter by Using an Index Based Reasoning Approach

This work addressed the ongoing attempt for establishing a reliable yet simple system for the detection of tool wear and chatter in vertical milling machines. For this reason, a simple closed-loop system that utilizes wireless sensors, a dynamometer replacement and an artificial intelligence system...

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Main Author: Bickraj, Kimberly L.
Format: Others
Published: FIU Digital Commons 2007
Subjects:
Online Access:http://digitalcommons.fiu.edu/etd/2431
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spelling ndltd-fiu.edu-oai-digitalcommons.fiu.edu-etd-36962018-01-05T15:33:08Z Monitoring Tool Wear and Chatter by Using an Index Based Reasoning Approach Bickraj, Kimberly L. This work addressed the ongoing attempt for establishing a reliable yet simple system for the detection of tool wear and chatter in vertical milling machines. For this reason, a simple closed-loop system that utilizes wireless sensors, a dynamometer replacement and an artificial intelligence system for signal processing were designed. Various signal analysis techniques were applied to real force signal information containing chatter and wear to determine if they were suitable instruments for detection of such unwanted disturbances. An Index Based Reasoner (IBR) was proposed as a solution for overall signal processing. Furthermore, a novel Torque Analysis Device (TAD) that utilizes piezoelectric sensors was developed to replace the inconvenient and expensive dynamometer that is typically used to obtain force and torque information from vertical mills. When all aspects of this research were tested, the results were found to be successful and thus combined to form the closed-loop monitoring system. 2007-11-14T08:00:00Z text application/pdf http://digitalcommons.fiu.edu/etd/2431 FIU Electronic Theses and Dissertations FIU Digital Commons Mechanical Engineering
collection NDLTD
format Others
sources NDLTD
topic Mechanical Engineering
spellingShingle Mechanical Engineering
Bickraj, Kimberly L.
Monitoring Tool Wear and Chatter by Using an Index Based Reasoning Approach
description This work addressed the ongoing attempt for establishing a reliable yet simple system for the detection of tool wear and chatter in vertical milling machines. For this reason, a simple closed-loop system that utilizes wireless sensors, a dynamometer replacement and an artificial intelligence system for signal processing were designed. Various signal analysis techniques were applied to real force signal information containing chatter and wear to determine if they were suitable instruments for detection of such unwanted disturbances. An Index Based Reasoner (IBR) was proposed as a solution for overall signal processing. Furthermore, a novel Torque Analysis Device (TAD) that utilizes piezoelectric sensors was developed to replace the inconvenient and expensive dynamometer that is typically used to obtain force and torque information from vertical mills. When all aspects of this research were tested, the results were found to be successful and thus combined to form the closed-loop monitoring system.
author Bickraj, Kimberly L.
author_facet Bickraj, Kimberly L.
author_sort Bickraj, Kimberly L.
title Monitoring Tool Wear and Chatter by Using an Index Based Reasoning Approach
title_short Monitoring Tool Wear and Chatter by Using an Index Based Reasoning Approach
title_full Monitoring Tool Wear and Chatter by Using an Index Based Reasoning Approach
title_fullStr Monitoring Tool Wear and Chatter by Using an Index Based Reasoning Approach
title_full_unstemmed Monitoring Tool Wear and Chatter by Using an Index Based Reasoning Approach
title_sort monitoring tool wear and chatter by using an index based reasoning approach
publisher FIU Digital Commons
publishDate 2007
url http://digitalcommons.fiu.edu/etd/2431
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