{"id":427,"date":"2024-02-22T15:58:19","date_gmt":"2024-02-22T14:58:19","guid":{"rendered":"http:\/\/h-nu.net\/?page_id=427"},"modified":"2024-02-26T09:38:19","modified_gmt":"2024-02-26T08:38:19","slug":"ai-and-laser-processing","status":"publish","type":"page","link":"https:\/\/h-nu.net\/index.php\/ai-and-laser-processing\/","title":{"rendered":"AI and laser processing"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-page\" data-elementor-id=\"427\" class=\"elementor elementor-427\">\n\t\t\t\t<div class=\"elementor-element elementor-element-f1031f1 e-flex e-con-boxed e-con e-parent\" data-id=\"f1031f1\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;boxed&quot;}\" data-core-v316-plus=\"true\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-892c745 e-con-full e-flex e-con e-child\" data-id=\"892c745\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-516ba36 elementor-widget__width-initial elementor-widget elementor-widget-image\" data-id=\"516ba36\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<style>\/*! elementor - v3.19.0 - 07-02-2024 *\/\n.elementor-widget-image{text-align:center}.elementor-widget-image a{display:inline-block}.elementor-widget-image a img[src$=\".svg\"]{width:48px}.elementor-widget-image img{vertical-align:middle;display:inline-block}<\/style>\t\t\t\t\t\t\t\t\t\t<img fetchpriority=\"high\" decoding=\"async\" width=\"225\" height=\"300\" src=\"https:\/\/h-nu.net\/wp-content\/uploads\/2024\/01\/PhotoMottay-225x300.jpg\" class=\"attachment-medium size-medium wp-image-26\" alt=\"\" srcset=\"https:\/\/h-nu.net\/wp-content\/uploads\/2024\/01\/PhotoMottay-225x300.jpg 225w, https:\/\/h-nu.net\/wp-content\/uploads\/2024\/01\/PhotoMottay.jpg 517w\" sizes=\"(max-width: 225px) 100vw, 225px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-fecb959 e-con-full e-flex e-con e-child\" data-id=\"fecb959\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-4e7d95c8 elementor-widget__width-initial elementor-widget elementor-widget-text-editor\" data-id=\"4e7d95c8\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<style>\/*! elementor - v3.19.0 - 07-02-2024 *\/\n.elementor-widget-text-editor.elementor-drop-cap-view-stacked .elementor-drop-cap{background-color:#69727d;color:#fff}.elementor-widget-text-editor.elementor-drop-cap-view-framed .elementor-drop-cap{color:#69727d;border:3px solid;background-color:transparent}.elementor-widget-text-editor:not(.elementor-drop-cap-view-default) .elementor-drop-cap{margin-top:8px}.elementor-widget-text-editor:not(.elementor-drop-cap-view-default) .elementor-drop-cap-letter{width:1em;height:1em}.elementor-widget-text-editor .elementor-drop-cap{float:left;text-align:center;line-height:1;font-size:50px}.elementor-widget-text-editor .elementor-drop-cap-letter{display:inline-block}<\/style>\t\t\t\t<p><em><!-- wp:paragraph --><\/em><\/p>\n<p><em>At Amplitude, I faced a persistent challenge: the extensive time required for process development in laser technology. In spite of a global network of application labs, it was difficult to keep up with a growing demand for customer-specific solutions.<\/em><\/p>\n<p><em><!-- \/wp:paragraph --><!-- wp:paragraph --><\/em><\/p>\n<p><em><!-- \/wp:paragraph --><!-- wp:paragraph --><\/em><\/p>\n<p><em>From the very beginning, Artifical Intelligence appeared as a key for simpler, faster and more efficient process development. Still, much remains to be done in integrating AI with laser technology.<\/em><\/p>\n<p><em><!-- \/wp:paragraph --><\/em><\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-fdd616a e-flex e-con-boxed e-con e-parent\" data-id=\"fdd616a\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;boxed&quot;}\" data-core-v316-plus=\"true\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-5e9571c elementor-widget elementor-widget-text-editor\" data-id=\"5e9571c\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<h1>Starting the journey<\/h1>\n<p>At h-nu, our mission is to turn the promise of AI in laser technology into practical, impactful tools to address today&#8217;s challenges. Our approach is to start with a down-to-earth, engineering driven vision, and develop smart, AI-based solutions tailored for laser material processing.<\/p>\n<p>To achieve this, we&#8217;ve outlined a straightforward, three-step strategy for typical projects:<\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div data-pa-eq-height=\"{&quot;targetType&quot;:&quot;widget&quot;,&quot;target&quot;:&quot;&quot;,&quot;enableOn&quot;:[&quot;desktop&quot;,&quot;tablet&quot;,&quot;mobile&quot;]}\" class=\"elementor-element elementor-element-8986867 premium-equal-height-yes e-flex e-con-boxed e-con e-parent\" data-id=\"8986867\" data-element_type=\"container\" data-settings=\"{&quot;premium_eq_height_switcher&quot;:&quot;yes&quot;,&quot;content_width&quot;:&quot;boxed&quot;}\" data-core-v316-plus=\"true\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-e705564 e-con-full e-flex e-con e-child\" data-id=\"e705564\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;}\">\n\t\t<div class=\"elementor-element elementor-element-5bcda0b e-con-full e-flex e-con e-child\" data-id=\"5bcda0b\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-aad7b46 elementor-widget elementor-widget-text-editor\" data-id=\"aad7b46\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<h2>Step 1: Data Acquisition<\/h2>\n<p>The first challenge in applying machine learning to laser processing is data acquisition. The success of many machine learning algorithms depends on the quality and volume of data. However, gathering this data is often slow, and manual labeling is seen as a tedious task by most process engineers.three-step strategy for typical projects:<\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-3f679ab e-con-full e-flex e-con e-child\" data-id=\"3f679ab\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-46ae33c elementor-widget elementor-widget-image\" data-id=\"46ae33c\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"1024\" height=\"1024\" src=\"https:\/\/h-nu.net\/wp-content\/uploads\/2024\/02\/data.webp\" class=\"attachment-large size-large wp-image-506\" alt=\"\" srcset=\"https:\/\/h-nu.net\/wp-content\/uploads\/2024\/02\/data.webp 1024w, https:\/\/h-nu.net\/wp-content\/uploads\/2024\/02\/data-300x300.webp 300w, https:\/\/h-nu.net\/wp-content\/uploads\/2024\/02\/data-150x150.webp 150w, https:\/\/h-nu.net\/wp-content\/uploads\/2024\/02\/data-768x768.webp 768w, https:\/\/h-nu.net\/wp-content\/uploads\/2024\/02\/data-1000x1000.webp 1000w, https:\/\/h-nu.net\/wp-content\/uploads\/2024\/02\/data-230x230.webp 230w, https:\/\/h-nu.net\/wp-content\/uploads\/2024\/02\/data-350x350.webp 350w, https:\/\/h-nu.net\/wp-content\/uploads\/2024\/02\/data-480x480.webp 480w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-80540cc e-con-full e-flex e-con e-child\" data-id=\"80540cc\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-cce075b elementor-widget__width-auto elementor-widget elementor-widget-text-editor\" data-id=\"cce075b\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<h2>How We Can Help:<\/h2>\n<ul>\n<li><strong>Establish<\/strong> efficient data collection practices, adhering to FAIR (Findability, Accessibility, Interoperability, and Reusability) principles.<\/li>\n<li><strong>Support<\/strong> manual or automatic data labelling<\/li>\n<li><strong>Define<\/strong> and implement online diagnostics and automatic data acquisition<\/li>\n<\/ul>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-296f9b3 e-flex e-con-boxed e-con e-parent\" data-id=\"296f9b3\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;boxed&quot;}\" data-core-v316-plus=\"true\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-6ec21b0 e-con-full e-flex e-con e-child\" data-id=\"6ec21b0\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;}\">\n\t\t<div class=\"elementor-element elementor-element-72ad402 e-con-full e-flex e-con e-child\" data-id=\"72ad402\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-830ab4f elementor-widget elementor-widget-text-editor\" data-id=\"830ab4f\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<h2>Step 2: Model Development<\/h2>\n<p>Choosing the correct machine learning model from the many options available is challenging. A deep understanding of the physics and engineering involved is crucial to selecting the most effective approach. This will guide the choice of the most suitable model, whether it be numerical models, machine learning regression, Bayesian optimization, or reinforcement learning.<\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-03bac45 e-con-full e-flex e-con e-child\" data-id=\"03bac45\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-0c1eb50 elementor-widget__width-auto elementor-widget elementor-widget-image\" data-id=\"0c1eb50\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"400\" height=\"400\" src=\"https:\/\/h-nu.net\/wp-content\/uploads\/2024\/02\/ML.webp\" class=\"attachment-large size-large wp-image-511\" alt=\"\" srcset=\"https:\/\/h-nu.net\/wp-content\/uploads\/2024\/02\/ML.webp 400w, https:\/\/h-nu.net\/wp-content\/uploads\/2024\/02\/ML-300x300.webp 300w, https:\/\/h-nu.net\/wp-content\/uploads\/2024\/02\/ML-150x150.webp 150w, https:\/\/h-nu.net\/wp-content\/uploads\/2024\/02\/ML-230x230.webp 230w, https:\/\/h-nu.net\/wp-content\/uploads\/2024\/02\/ML-350x350.webp 350w\" sizes=\"(max-width: 400px) 100vw, 400px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-d105b03 e-con-full e-flex e-con e-child\" data-id=\"d105b03\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-4a6305f elementor-widget__width-auto elementor-widget elementor-widget-text-editor\" data-id=\"4a6305f\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<h2>How We Can Help:<\/h2>\n<ul>\n<li><strong>Define<\/strong> use case and requirements<\/li>\n<li><strong>Guide<\/strong> model selection to ensure functionality and predictability<\/li>\n<li><strong>Develop<\/strong> and implement numerical or machine learning models.<\/li>\n<\/ul>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-201e64f e-flex e-con-boxed e-con e-parent\" data-id=\"201e64f\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;boxed&quot;}\" data-core-v316-plus=\"true\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-847a5ee e-con-full e-flex e-con e-child\" data-id=\"847a5ee\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;}\">\n\t\t<div class=\"elementor-element elementor-element-e09c5c6 e-con-full e-flex e-con e-child\" data-id=\"e09c5c6\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-2831100 elementor-widget elementor-widget-text-editor\" data-id=\"2831100\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<h2>Step 3: Industrial Implementation<\/h2>\n<p>Even after a successful proof of concept, significant work is required for industrial deployment. It is essential to ensure the model performs consistently across various conditions, to establish a monitoring system, and to regularly evaluate prediction accuracy.<\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-44871a7 e-con-full e-flex e-con e-child\" data-id=\"44871a7\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-11942c9 elementor-widget__width-auto elementor-widget elementor-widget-image\" data-id=\"11942c9\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"563\" height=\"563\" src=\"https:\/\/h-nu.net\/wp-content\/uploads\/2024\/02\/industry_lab.webp\" class=\"attachment-large size-large wp-image-431\" alt=\"\" srcset=\"https:\/\/h-nu.net\/wp-content\/uploads\/2024\/02\/industry_lab.webp 563w, https:\/\/h-nu.net\/wp-content\/uploads\/2024\/02\/industry_lab-300x300.webp 300w, https:\/\/h-nu.net\/wp-content\/uploads\/2024\/02\/industry_lab-150x150.webp 150w, https:\/\/h-nu.net\/wp-content\/uploads\/2024\/02\/industry_lab-230x230.webp 230w, https:\/\/h-nu.net\/wp-content\/uploads\/2024\/02\/industry_lab-350x350.webp 350w, https:\/\/h-nu.net\/wp-content\/uploads\/2024\/02\/industry_lab-480x480.webp 480w\" sizes=\"(max-width: 563px) 100vw, 563px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-913c2f5 e-con-full e-flex e-con e-child\" data-id=\"913c2f5\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-53a2366 elementor-widget__width-auto elementor-widget elementor-widget-text-editor\" data-id=\"53a2366\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<h2>How We Can Help:<\/h2>\n<ul>\n<li><strong>Validate <\/strong>models in diverse environments to ensure broad applicability.<\/li>\n<li><strong>Define<\/strong> and implement online diagnostic tools for continuous performance monitoring and data validation.<\/li>\n<li><strong>Ensure<\/strong> scalability to accommodate future growth and increasing data volumes without loss of performance.<\/li>\n<\/ul>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-15ca18d e-flex e-con-boxed e-con e-parent\" data-id=\"15ca18d\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;boxed&quot;}\" data-core-v316-plus=\"true\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-6a51d07 e-con-full e-flex e-con e-child\" data-id=\"6a51d07\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-89c598d elementor-widget__width-auto elementor-widget elementor-widget-text-editor\" data-id=\"89c598d\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<h2>Ready to join the journey?<\/h2>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-cf125fb e-con-full e-flex e-con e-child\" data-id=\"cf125fb\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-0eec52a elementor-button-warning elementor-align-center elementor-widget__width-auto elementor-widget elementor-widget-button\" data-id=\"0eec52a\" data-element_type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-lg\" href=\"http:\/\/h-nu.net\/index.php\/contact-us\/\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t<span class=\"elementor-button-text\">Contact us<\/span>\n\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>At Amplitude, I faced a persistent challenge: the extensive time required for process development in laser technology. In spite of a global [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"footnotes":""},"class_list":["post-427","page","type-page","status-publish","hentry"],"_links":{"self":[{"href":"https:\/\/h-nu.net\/index.php\/wp-json\/wp\/v2\/pages\/427","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/h-nu.net\/index.php\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/h-nu.net\/index.php\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/h-nu.net\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/h-nu.net\/index.php\/wp-json\/wp\/v2\/comments?post=427"}],"version-history":[{"count":23,"href":"https:\/\/h-nu.net\/index.php\/wp-json\/wp\/v2\/pages\/427\/revisions"}],"predecessor-version":[{"id":518,"href":"https:\/\/h-nu.net\/index.php\/wp-json\/wp\/v2\/pages\/427\/revisions\/518"}],"wp:attachment":[{"href":"https:\/\/h-nu.net\/index.php\/wp-json\/wp\/v2\/media?parent=427"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}