CINXE.COM

<!DOCTYPE html PUBLIC "-//W3C//DTD XHTML 1.0 Transitional//EN" "http://www.w3.org/TR/xhtml1/DTD/xhtml1-transitional.dtd"> <html xmlns="http://www.w3.org/1999/xhtml"><head><meta http-equiv="Content-Type" content="text/html; charset=UTF-8"> <link rel="icon" type="image/ico" href="https://it-in-industry.com/index_files/icon.gif"/> <title>Fast Automatized Parameter Adaption Process of CNC Milling Machines Under the Use of Perception Based Artificial Intelligence | S. Feldmann, M. Schmiedt, J. Jung, J. M. Schlosser, T. Stempfle, C. Rathmann, W. Rimkus | INFORMATION TECHNOLOGY IN INDUSTRY</title> <meta name="description" content="This paper concerns unpublished results obtained from the SIMKI (2020) R&D project at the Department of Mechanical Engineering at Aalen University of Applied Science, Germany. The following text generally discusses the development results of the AIbased CNC parameter identification and optimisation tool AICNC. The identification tool supports the AI-based optimisation of milling machine process parameters when using unknown material compositions. The process parameters are determined by a specific test pattern designed to be automatically analysed in real-time by a pretrained perception-based deep learning algorithm. The tool provides the advantage of obtaining real-time quality information due to AIbased quality assessment and the automated identification of materialdependent milling process parameter sets, even for unknown processing material."> <meta name="keywords" content="Artificial Intelligence 路 CNC-Milling 路 Image Processing 路 Parameter Prediction 路 Process Optimisation"> <meta name="DC.Contributor.Sponsor" xml:lang="en" content=""> <meta name="DC.Creator.PersonalName" content="S. Feldmann"> <meta name="DC.Creator.PersonalName" content="M. Schmiedt"> <meta name="DC.Creator.PersonalName" content="J. Jung"> <meta name="DC.Creator.PersonalName" content="J. M. Schlosser"> <meta name="DC.Creator.PersonalName" content="T. Stempfle"> <meta name="DC.Creator.PersonalName" content="C. Rathmann"> <meta name="DC.Creator.PersonalName" content="W. Rimkus "> <meta name="DC.Date.created" scheme="ISO8601" content="2024-02-15"> <meta name="DC.Date.dateSubmitted" scheme="ISO8601" content="2024-02-15"> <meta name="DC.Date.issued" scheme="ISO8601" content="2024-02-15"> <meta name="DC.Date.modified" scheme="ISO8601" content="2024-02-15"> <meta name="DC.Description" xml:lang="en" content="This paper concerns unpublished results obtained from the SIMKI (2020) R&D project at the Department of Mechanical Engineering at Aalen University of Applied Science, Germany. The following text generally discusses the development results of the AIbased CNC parameter identification and optimisation tool AICNC. The identification tool supports the AI-based optimisation of milling machine process parameters when using unknown material compositions. The process parameters are determined by a specific test pattern designed to be automatically analysed in real-time by a pretrained perception-based deep learning algorithm. The tool provides the advantage of obtaining real-time quality information due to AIbased quality assessment and the automated identification of materialdependent milling process parameter sets, even for unknown processing material."> <meta name="DC.Format" scheme="IMT" content="application/pdf"> <meta name="DC.Identifier" content="131"> <meta name="DC.Identifier.pageNumber" content="09-21"> <meta name="DC.Identifier.URI" content="https://it-in-industry.com/issue/archive/131.html"> <meta name="DC.Language" scheme="ISO639-1" content="en"> <meta name="DC.Rights" content="This paper concerns unpublished results obtained from the SIMKI (2020) R&D project at the Department of Mechanical Engineering at Aalen University of Applied Science, Germany. The following text generally discusses the development results of the AIbased CNC parameter identification and optimisation tool AICNC. The identification tool supports the AI-based optimisation of milling machine process parameters when using unknown material compositions. The process parameters are determined by a specific test pattern designed to be automatically analysed in real-time by a pretrained perception-based deep learning algorithm. The tool provides the advantage of obtaining real-time quality information due to AIbased quality assessment and the automated identification of materialdependent milling process parameter sets, even for unknown processing material."> <meta name="DC.Source" content="INFORMATION TECHNOLOGY IN INDUSTRY"> <meta name="DC.Source.ISSN" content="2203-1731"> <meta name="DC.Source.Issue" content="1"> <meta name="DC.Source.URI" content="http://www.it-in-industry.com"> <meta name="DC.Source.Volume" content="12"> <meta name="DC.Subject" xml:lang="en" content="Artificial Intelligence 路 CNC-Milling 路 Image Processing 路 Parameter Prediction 路 Process Optimisation"> <meta name="DC.Subject" xml:lang="en" content="Artificial Intelligence"> <meta name="DC.Subject" xml:lang="en" content="CNC-Milling, Parameter Prediction "> <meta name="DC.Title" content="Fast Automatized Parameter Adaption Process of CNC Milling Machines Under the Use of Perception Based Artificial Intelligence"> <meta name="DC.Type" content="Text.Serial.Journal"> <meta name="DC.Type.articleType" content="Peer-Reviewed Articles"> <meta name="gs_meta_revision" content="1.1"> <meta name="citation_journal_title" content="INFORMATION TECHNOLOGY IN INDUSTRY"> <meta name="citation_issn" content="2203-1731"> <meta name="citation_author" content="S. Feldmann"> <meta name="citation_author" content="M. Schmiedt"> <meta name="citation_author" content="J. Jung"> <meta name="citation_author" content="J. M. Schlosser"> <meta name="citation_author" content="T. Stempfle"> <meta name="citation_author" content="C. Rathmann"> <meta name="citation_author" content="W. Rimkus"> <meta name="citation_title" content="Fast Automatized Parameter Adaption Process of CNC Milling Machines Under the Use of Perception Based Artificial Intelligence"> <meta name="citation_date" content="2024/02/15"> <meta name="citation_volume" content="12"> <meta name="citation_issue" content="1"> <meta name="citation_firstpage" content="01-08"> <meta name="citation_abstract_html_url" content="https://it-in-industry.com/issue/archive/131.html"> <meta name="citation_language" content="en"> <meta name="citation_keywords" xml:lang="en" content="Recruiter's Behavior Modeling, Textual Relevance Marker Assessment"> <meta name="citation_keywords" xml:lang="en" content="Term Extraction, Uncertainty Measure"> <meta name="citation_keywords" xml:lang="en" content="Fuzzy Machine Learning."> <meta name="citation_pdf_url" content="131.html"> <link rel="stylesheet" href="index_files/pkp.css" type="text/css"> <link rel="stylesheet" href="index_files/common.css" type="text/css"> <link rel="stylesheet" href="index_files/articleView.css" type="text/css"> <link rel="stylesheet" href="index_files/sidebar.css" type="text/css"> <link rel="stylesheet" href="index_files/leftSidebar.css" type="text/css"> <link rel="stylesheet" href="index_files/rightSidebar.css" type="text/css"> <link rel="stylesheet" href="index_files/bothSidebars.css" type="text/css"> <link rel="stylesheet" href="index_files/journalStyleSheet.css" type="text/css">  <script type="text/javascript" src="index_files/jsapi"></script> <script type="text/javascript"> // Provide a local fallback if the CDN cannot be reached if (typeof google == 'undefined') { document.write(unescape("%3Cscript src='https://www.it-in-industry.org/lib/pkp/js/lib/jquery/jquery.min.js' type='text/javascript'%3E%3C/script%3E")); document.write(unescape("%3Cscript src='https://www.it-in-industry.org/lib/pkp/js/lib/jquery/plugins/jqueryUi.min.js' type='text/javascript'%3E%3C/script%3E")); } else { google.load("jquery", "1.4.2"); google.load("jqueryui", "1.8.1"); } </script><script src="index_files/jquery.min.js.download" type="text/javascript"></script><script src="index_files/jquery-ui.min.js.download" type="text/javascript"></script> <script type="text/javascript" src="index_files/jquery.cookie.js.download"></script> <script type="text/javascript" src="index_files/fontController.js.download"></script> <script type="text/javascript"> $(function(){ fontSize("#sizer", "body", 9, 16, 32, ""); // Initialize the font sizer }); </script> <script type="text/javascript" src="index_files/general.js.download"></script> <script language="javascript" type="text/javascript" src="index_files/articleView.js.download"></script> <script language="javascript" type="text/javascript" src="index_files/pdfobject.js.download"></script> </head> <body> <div id="container"> <div id="fade" class="black_overlay"></div> <div id="header"> <div id="headerTitle"> <h1> <img src="index_files/pageHeaderTitleImage_en_US.jpg" width="1080" height="161" alt="Page Header"> </h1> </div> </div> <div id="body"> <div id="sidebar"> <div id="leftSidebar"> <div class="block" id="custom"> <p><a href="/index.html" target="_self"> <img src="index_files/icon_home.jpg" alt="Home" width="154" height="120" /></a></p> </div> <div class="block" id="custom"> <p><a href="/papers.html" target="_self"> <img src="index_files/icon_call_for_papers.jpg" alt="Call for Papers" width="120" height="120" /></a></p> </div> <div class="block" id="custom"> <p><a href="/editors.html" target="_self"> <img src="index_files/icon_call_for_editors.jpg" alt="Call for Editors" width="120" height="120" /></a></p> </div> <div class="block" id="custom"> <p><a href="/reviewers.html" target="_self"> <img src="index_files/icon_call_for_reviewers.jpg" alt="Call for Reviewers" width="120" height="120" /></a></p> </div> <div class="block" id="custom"> <p><a href="/contact.html" target="_blank"> <img src="index_files/icon_contact_us.jpg" alt="Contact Us" width="120" height="120" /></a></p> </div> </div> <div id="rightSidebar"> <div class="block" id="custom"> <p><a href="http://www.latrobe.edu.au/" target="_blank"> <img src="index_files/LTU_Logo.gif" alt="La Trobe University" width="115" height="35"></a></p> </div> <div class="block" id="sidebarNavigation"> <span class="blockTitle">Journal Content</span> <span class="blockSubtitle">Search</span> <form method="post" action="/advancedResults.html"> <table> <tbody><tr> <td><input type="text" id="query" name="query" size="15" maxlength="255" value="" class="textField"></td> </tr> <tr> <td><select name="searchField" size="1" class="selectMenu"> <option label="All" value="">All</option> <option label="Authors" value="1">Authors</option> <option label="Title" value="2">Title</option> <option label="Abstract" value="4">Abstract</option> <option label="Index terms" value="120">Index terms</option> <option label="Full Text" value="128">Full Text</option> </select></td> </tr> <tr> <td><input type="submit" value="Search" class="button"></td> </tr> </tbody></table> </form> <br> <span class="blockSubtitle">Browse</span> <ul> <li><a href="/archive.html">By Issue</a></li> <li><a href="/byauthors.html">By Author</a></li> <li><a href="/titles.html">By Title</a></li> </ul> </div> <div class="block" id="sidebarInformation"> <span class="blockTitle">Information</span> <ul> <li><a href="/readers.html">For Readers</a></li> <li><a href="/authors.html">For Authors</a></li> <li><a href="/librarians.html">For Librarians</a></li> </ul> </div> <div class="block" id="custom"> <p><a href="/submissions.html" target="_self"> <img src="index_files/icon_paper_submission.jpg" alt="Paper Submission" width="120" height="120" /></a></p> </div> <div class="block" id="custom"> <p><a href="http://www.it-in-industry.com/editorialPolicies.html#custom-4" target="_self"> <img src="index_files/icon_special_issues.jpg" alt="Special Issues" width="120" height="120" /></a></p> </div> </div> </div> <div id="main"> <div id="navbar"> <ul class="menu"> <li id="home"><a href="/index.html">Home</a></li> <li id="about"><a href="/about.html">About</a></li> <li id="login"><a href="/login.html">Log In</a></li> <li id="register"><a href="/register.html">Register</a></li> <li id="announcements"><a href="/announcement.html">Announcements</a></li> </ul> </div> <div id="breadcrumb"> <a href="http://it-in-industry.com" target="_parent">Home</a> > <a href="/issue/archive/vol1201.html" target="_parent">Vol 12, No 01(2024)</a> > <a href="/issue/archive/papers/131.html" class="current" target="_parent">S. Feldmann</a> </div> <div id="content"> <script type="text/javascript"> </script> <div id="articlePdfResizer"> <div id="articlePdf" class="ui-widget-content"> <p>The PDF file you selected should load here if your Web browser has a PDF reader plug-in installed (for example, a recent version of <a href="http://www.adobe.com/products/acrobat/readstep2.html">Adobe Acrobat Reader</a>).</p> <p>Alternatively, you can also download the PDF file directly to your computer, from where it can be opened using a PDF reader. To download the PDF, click the Download link below.</p> <p>If you would like more information about how to print, save, and work with PDFs, Highwire Press provides a helpful <a href="http://highwire.stanford.edu/help/pdf-faq.dtl">Frequently Asked Questions about PDFs</a>.</p> </div> </div> <p> <a class="action" target="_parent" href="/itii_papers/2024/12124itii01.pdf">Download this PDF file</a> <a class="action" href="/itii_papers/2024/12124itii01.pdf" id="fullscreenShow">Fullscreen</a> <a class="action" href="/issue/archive/papers/131.html" id="fullscreenHide">Fullscreen Off</a> </p> <div class="separator"></div> <h3>Refbacks</h3> <ul class="plain"> <li>There are currently no refbacks.</li> </ul> <br /><br /> <a target="_new" rel="license" href="http://creativecommons.org/licenses/by/3.0/"> <img alt="Creative Commons License" style="border-width:0" src="index_files/80x15.png"/> </a> <br/> This work is licensed under a <a rel="license" target="_new" href="http://creativecommons.org/licenses/by/3.0/">Creative Commons Attribution 3.0 License</a>. <br /><br /> <p><img src="index_files/blocks_A1_Innovation.jpg" alt="IT in Innovation" width="207" height="46" /> <img src="index_files/blocks_A1_Business.jpg" alt="IT in Business" width="207" height="46" /> <img src="index_files/blocks_A1_Engineering.jpg" alt="IT in Engineering" width="207" height="46" /> <img src="index_files/blocks_A1_Health.jpg" alt="IT in Health" width="207" height="46" /> <img src="index_files/blocks_A1_Science.jpg" alt="IT in Science" width="207" height="46" /> <img src="index_files/blocks_A1_Design.jpg" alt="IT in Design" width="207" height="46" /> <img src="index_files/blocks_A1_Fashion.jpg" alt="IT in Fashion" width="207" height="46" /></p> IT in Industry @ (2012 - ) . <a href="http://www.it-in-industry.com">http://www.it-in-industry.com</a> . ISSN (Online): 2203-1731; ISSN (Print): 2204-0595 <br /> </div> </div> </div> </div>  </body></html>