{"id":435381,"date":"2022-04-21T23:21:16","date_gmt":"2022-04-21T20:21:16","guid":{"rendered":"https:\/\/en.buradabiliyorum.com\/new-startup-creates-quality-control-software-for-additive-manufacturing-3d-printing-processes\/"},"modified":"2022-04-21T23:21:16","modified_gmt":"2022-04-21T20:21:16","slug":"new-startup-creates-quality-control-software-for-additive-manufacturing-3d-printing-processes","status":"publish","type":"post","link":"https:\/\/buradabiliyorum.com\/en\/new-startup-creates-quality-control-software-for-additive-manufacturing-3d-printing-processes\/","title":{"rendered":"#New startup creates quality-control software for additive manufacturing, 3D printing processes"},"content":{"rendered":"<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_85 counter-hierarchy ez-toc-counter ez-toc-custom ez-toc-container-direction\">\n<p class=\"ez-toc-title\" style=\"cursor:inherit\">Table of Contents<\/p>\n<label for=\"ez-toc-cssicon-toggle-item-6a3dd0062dcee\" class=\"ez-toc-cssicon-toggle-label\"><span class=\"\"><span class=\"eztoc-hide\" style=\"display:none;\">Toggle<\/span><span class=\"ez-toc-icon-toggle-span\"><svg style=\"fill: #dd3333;color:#dd3333\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" class=\"list-377408\" width=\"20px\" height=\"20px\" viewBox=\"0 0 24 24\" fill=\"none\"><path d=\"M6 6H4v2h2V6zm14 0H8v2h12V6zM4 11h2v2H4v-2zm16 0H8v2h12v-2zM4 16h2v2H4v-2zm16 0H8v2h12v-2z\" fill=\"currentColor\"><\/path><\/svg><svg style=\"fill: #dd3333;color:#dd3333\" class=\"arrow-unsorted-368013\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"10px\" height=\"10px\" viewBox=\"0 0 24 24\" version=\"1.2\" baseProfile=\"tiny\"><path d=\"M18.2 9.3l-6.2-6.3-6.2 6.3c-.2.2-.3.4-.3.7s.1.5.3.7c.2.2.4.3.7.3h11c.3 0 .5-.1.7-.3.2-.2.3-.5.3-.7s-.1-.5-.3-.7zM5.8 14.7l6.2 6.3 6.2-6.3c.2-.2.3-.5.3-.7s-.1-.5-.3-.7c-.2-.2-.4-.3-.7-.3h-11c-.3 0-.5.1-.7.3-.2.2-.3.5-.3.7s.1.5.3.7z\"\/><\/svg><\/span><\/span><\/label><input type=\"checkbox\"  id=\"ez-toc-cssicon-toggle-item-6a3dd0062dcee\" checked aria-label=\"Toggle\" \/><nav><ul class='ez-toc-list ez-toc-list-level-1 ' ><li class='ez-toc-page-1 ez-toc-heading-level-1'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/buradabiliyorum.com\/en\/new-startup-creates-quality-control-software-for-additive-manufacturing-3d-printing-processes\/#%E2%80%9CNew_startup_creates_quality-control_software_for_additive_manufacturing_3D_printing_processes%E2%80%9D\" >&#8220;New startup creates quality-control software for additive manufacturing, 3D printing processes&#8221;<\/a><\/li><\/ul><\/nav><\/div>\n<h1><span class=\"ez-toc-section\" id=\"%E2%80%9CNew_startup_creates_quality-control_software_for_additive_manufacturing_3D_printing_processes%E2%80%9D\"><\/span>&#8220;New startup creates quality-control software for additive manufacturing, 3D printing processes&#8221;<span class=\"ez-toc-section-end\"><\/span><\/h1>\n<div>\n<div class=\"article-gallery lightGallery\">\n<div data-thumb=\"https:\/\/scx1.b-cdn.net\/csz\/news\/tmb\/2022\/purdue-related-startup.jpg\" data-src=\"https:\/\/scx2.b-cdn.net\/gfx\/news\/2022\/purdue-related-startup.jpg\" data-sub-html=\"A Markforged Metal X 3D printer creates a stainless-steel tool in Purdue University's Herbert C. Brown Laboratory of Chemistry. Araqev, a Purdue-connected startup company, has developed software to print products in only a few design iterations, leading to less scrap and less machining time. Credit: Purdue Research Foundation photo\/Steve Martin\">\n<figure class=\"article-img\">\n            <img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/scx1.b-cdn.net\/csz\/news\/800a\/2022\/purdue-related-startup.jpg\" alt=\"Purdue-related startup Araqev creates quality-control software for additive manufacturing, 3D printing processes\" title=\"A Markforged Metal X 3D printer creates a stainless-steel tool in Purdue University's Herbert C. Brown Laboratory of Chemistry. Araqev, a Purdue-connected startup company, has developed software to print products in only a few design iterations, leading to less scrap and less machining time. Credit: Purdue Research Foundation photo\/Steve Martin\" width=\"800\" height=\"450\"\/><figcaption class=\"text-darken text-low-up text-truncate-js text-truncate mt-3\">\n                A Markforged Metal X 3D printer creates a stainless-steel tool in Purdue University&#8217;s Herbert C. Brown Laboratory of Chemistry. Araqev, a Purdue-connected startup company, has developed software to print products in only a few design iterations, leading to less scrap and less machining time. Credit: Purdue Research Foundation photo\/Steve Martin<br \/>\n            <\/figcaption><\/figure>\n<\/p><\/div>\n<\/div>\n<p>Aerospace, automotive, consumer products, medical devices, national defense and other sectors that use additive manufacturing and 3D printing technologies could benefit from quality-control software commercialized by Araqev, a Purdue University-related company.<\/p>\n<p>                                                                                Araqev&#8217;s software helps end users print products in only a few design iterations, leading to less scrap material and machining time, eliminating the frustrations with 3D printing, and improving satisfaction with the final printed products. Arman Sabbaghi, associate professor in Purdue&#8217;s Department of Statistics in the College of <a href=\"https:\/\/buradabiliyorum.com\/en\/category\/sciencee\/\" data-internallinksmanager029f6b8e52c=\"5\" title=\"Science\" target=\"_blank\" rel=\"noopener\">Science<\/a>, is Araqev&#8217;s CEO and president.<\/p>\n<p>&#8220;We estimate that the quality-control issue with additive manufacturing can lead to nearly $2 billion in global losses annually based on a model for the production costs of metal additive manufacturing systems that was developed by Baumers, Dickens, Tuck and Hague in their 2016 paper published in the peer-reviewed journal <i>Technological Forecasting and <a href=\"https:\/\/buradabiliyorum.com\/en\/category\/social-mediaa\/\" data-internallinksmanager029f6b8e52c=\"1\" title=\"Social Media\" target=\"_blank\" rel=\"noopener\">Social<\/a> Change<\/i>,&#8221; Sabbaghi said.<\/p>\n<p>To use Araqev&#8217;s software, customers upload their nominal design files and scanned point cloud data from their printed products.<\/p>\n<p>&#8220;Our software uses these inputs to fit machine learning models that can simulate shape deviations for future printed products,&#8221; Sabbaghi said. &#8220;Furthermore, the machine learning models enable our software to derive modifications to the nominal designs, known as compensation plans, so that when the modified designs are printed, they will exhibit fewer shape deviations compared to the case when the original designs are printed.&#8221;<\/p>\n<p>Araqev&#8217;s algorithms also enable the transfer of knowledge encoded via machine learning models across different materials, printers and shapes in an additive manufacturing system.<\/p>\n<p>&#8220;This means that our software enables a comprehensive platform for a customer to improve quality for their entire system,&#8221; Sabbaghi said.<\/p>\n<p>&#8220;The power and cost-effectiveness of our algorithms were most recently demonstrated via two validation experiments for the Markforged Metal X 3D printer involving 17-4 PH stainless steel products,&#8221; Sabbaghi said. &#8220;Our algorithms reduced shape inaccuracies by 30% to 60%, depending on the geometry in at most two iterations, with three training shapes and one or two test shapes for a specific geometry involved across the iterations.&#8221;<\/p>\n<p>Araqev is establishing direct partnerships with 3D printing manufacturers and companies using 3D printers that Sabbaghi said will enable the company to scale quickly.<\/p>\n<p>&#8220;We will establish licensing contracts after demonstrating to the companies the savings and benefits that we can offer for their processes,&#8221; Sabbaghi said. &#8220;These partners will incorporate our software into their systems and sell them to their customers, which provides us with a significant customer channel.&#8221;\n                                                                                                                        <\/p>\n<hr\/>\n<div class=\"article-main__explore my-4 d-print-none\">\n<p>                                            <a rel=\"nofollow noopener\" target=\"_blank\" class=\"text-medium text-info mt-2 d-inline-block\" href=\"https:\/\/phys.org\/news\/2019-02-ai-technology-accuracy-major-d.html\">AI technology addresses parts accuracy, a major manufacturing challenge in 3-D printing<\/a>\n                                        <\/div>\n<hr class=\"mb-4\"\/>\n<div class=\"d-inline-block text-medium my-4\">\n                                                Provided by<br \/>\n                                                                                                    Purdue University<br \/>\n                                                                                                        <a rel=\"nofollow noopener\" target=\"_blank\" class=\"icon_open\" href=\"http:\/\/www.purdue.edu\/\"><br \/>\n                                                        <svg>\n                                                            <use href=\"https:\/\/techx.b-cdn.net\/tmpl\/v2\/img\/svg\/sprite.svg#icon_open\" x=\"0\" y=\"0\"\/>\n                                                        <\/svg><br \/>\n                                                    <\/a><\/p><\/div>\n<p>                                        <!-- print only --><\/p>\n<div class=\"d-none d-print-block\">\n<p>                                                 <strong>Citation<\/strong>:<br \/>\n                                                 New startup creates quality-control software for additive manufacturing, 3D printing processes (2022, April 21)<br \/>\n                                                 retrieved 21 April 2022<br \/>\n                                                 from https:\/\/techxplore.com\/<a href=\"https:\/\/buradabiliyorum.com\/en\/category\/news\/\" data-internallinksmanager029f6b8e52c=\"2\" title=\"News\" target=\"_blank\" rel=\"noopener\">news<\/a>\/2022-04-startup-quality-control-software-additive-3d.html<\/p>\n<p>                                            This document is subject to copyright. 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Brown Laboratory of Chemistry. Araqev, a Purdue-connected startup company, has developed software to print products in only a few design iterations, leading to less scrap and less machining time&#8230;.<\/p>\n","protected":false},"author":1,"featured_media":435382,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"fifu_image_url":"https:\/\/scx2.b-cdn.net\/gfx\/news\/2022\/purdue-related-startup.jpg","fifu_image_alt":"","footnotes":""},"categories":[16],"tags":[],"class_list":["post-435381","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-sciencee"],"_links":{"self":[{"href":"https:\/\/buradabiliyorum.com\/en\/wp-json\/wp\/v2\/posts\/435381","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/buradabiliyorum.com\/en\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/buradabiliyorum.com\/en\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/buradabiliyorum.com\/en\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/buradabiliyorum.com\/en\/wp-json\/wp\/v2\/comments?post=435381"}],"version-history":[{"count":0,"href":"https:\/\/buradabiliyorum.com\/en\/wp-json\/wp\/v2\/posts\/435381\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/buradabiliyorum.com\/en\/wp-json\/wp\/v2\/media\/435382"}],"wp:attachment":[{"href":"https:\/\/buradabiliyorum.com\/en\/wp-json\/wp\/v2\/media?parent=435381"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/buradabiliyorum.com\/en\/wp-json\/wp\/v2\/categories?post=435381"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/buradabiliyorum.com\/en\/wp-json\/wp\/v2\/tags?post=435381"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}