Dublin Core The Dublin Core metadata element set is common to all Omeka records, including items, files, and collections. For more information see, http://dublincore.org/documents/dces/. Title A name given to the resource Conference Papers Conference Paper Faculty Publications- Conference Papers Dublin Core The Dublin Core metadata element set is common to all Omeka records, including items, files, and collections. For more information see, http://dublincore.org/documents/dces/. Title A name given to the resource Tool wear and tool life estimation based on linear regression learning Subject The topic of the resource Depth of Cut; Feed Rate; Flank Wear; Linear Regression; Tool Wear Description An account of the resource Tools have remained an integral part of the society without which stimulation of certain aspects of human evolution would not have been possible. In recent times the modern tools are used in the manufacturing of high precision components. We know that the accuracy and surface finish of these components can be achieved only by the usage of accurate tools. Sharp edged tools may loosen their sharpness due to repeated usage and machining parameters. Hence to address this issue we propose a system to monitor tool wear by using the captured image of cutting tool tip. We used vision system since it is the primitive method of predicting tool wear and two main machining parameters feed rate and depth of cut. The image of flank wear cutting edge at tool tip is captured by examining under profile projector. The system uses linear regression model to calculate tool wear which is mapped onto continuous 2-D coordinates with feed rate and depth of cut as axis from a captured digital image. Thus the proposed intelligent system uses profile projector and digital image processing methods to estimate tool wear continuously and predictively like humans rather than using strict rules. By estimating tool wear continuously the machine can better perform and machine components accurately by using the resultant values of feed rate and depth of cut as a threshold which are arrived as a result. 2015 IEEE. Creator An entity primarily responsible for making the resource Karuppusamy N.S.; Pal Pandian P.; Lee H.-S.; Kang B.-Y. Source A related resource from which the described resource is derived 2015 IEEE International Conference on Mechatronics and Automation, ICMA 2015, pp. 17-21. Publisher An entity responsible for making the resource available Institute of Electrical and Electronics Engineers Inc. Date A point or period of time associated with an event in the lifecycle of the resource 2015-01-01 Identifier An unambiguous reference to the resource within a given context <a href="https://doi.org/10.1109/ICMA.2015.7237449" target="_blank" rel="noreferrer noopener">https://doi.org/10.1109/ICMA.2015.7237449</a> <br /><br /><a href="https://www.scopus.com/inward/record.uri?eid=2-s2.0-84955328314&amp;doi=10.1109%2FICMA.2015.7237449&amp;partnerID=40&amp;md5=b0531682efc4cdcf66d5ac48df0792b7" target="_blank" rel="noreferrer noopener">https://www.scopus.com/inward/record.uri?eid=2-s2.0-84955328314&amp;doi=10.1109%2fICMA.2015.7237449&amp;partnerID=40&amp;md5=b0531682efc4cdcf66d5ac48df0792b7</a> Rights Information about rights held in and over the resource Restricted Access Relation A related resource ISBN: 978-147997096-4 Format The file format, physical medium, or dimensions of the resource Online Language A language of the resource English Type The nature or genre of the resource Conference paper Coverage The spatial or temporal topic of the resource, the spatial applicability of the resource, or the jurisdiction under which the resource is relevant Karuppusamy N.S., Department of Mechanical Engineering, Christ University, Bangalore, 560 060, India; Pal Pandian P., Department of Mechanical Engineering, Christ University, Bangalore, 560 060, India; Lee H.-S., School of Mechanical Engineering, Kyungpook National University, Daegu, 702-701, South Korea; Kang B.-Y., School of Mechanical Engineering, Kyungpook National University, Daegu, 702-701, South Korea