{"id":9378,"date":"2024-09-02T13:28:30","date_gmt":"2024-09-02T11:28:30","guid":{"rendered":"https:\/\/aixbrain.pwdev.de\/referenzen\/ai-quality-assurance-miele\/"},"modified":"2025-05-07T10:02:03","modified_gmt":"2025-05-07T08:02:03","slug":"ai-quality-assurance-miele","status":"publish","type":"referenzen","link":"https:\/\/aixbrain.pwdev.de\/en\/referenzen-en\/ai-quality-assurance-miele\/","title":{"rendered":"AI quality assurance Miele"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"9378\" class=\"elementor elementor-9378 elementor-5487\" data-elementor-post-type=\"referenzen\">\n\t\t\t\t<div class=\"elementor-element elementor-element-b7c3e35 e-flex e-con-boxed e-con e-parent\" data-id=\"b7c3e35\" data-element_type=\"container\" data-settings=\"{&quot;jet_parallax_layout_list&quot;:[],&quot;background_background&quot;:&quot;slideshow&quot;,&quot;background_slideshow_gallery&quot;:[{&quot;id&quot;:5815,&quot;url&quot;:&quot;https:\\\/\\\/aixbrain.pwdev.de\\\/wp-content\\\/uploads\\\/2024\\\/09\\\/Standbild-Motor.jpg&quot;},{&quot;id&quot;:5811,&quot;url&quot;:&quot;https:\\\/\\\/aixbrain.pwdev.de\\\/wp-content\\\/uploads\\\/2024\\\/09\\\/Miele-Fuegen-Kleberaupe-scaled.jpg&quot;},{&quot;id&quot;:5882,&quot;url&quot;:&quot;https:\\\/\\\/aixbrain.pwdev.de\\\/wp-content\\\/uploads\\\/2024\\\/09\\\/Motoren.jpg&quot;},{&quot;id&quot;:5295,&quot;url&quot;:&quot;https:\\\/\\\/aixbrain.pwdev.de\\\/wp-content\\\/uploads\\\/1970\\\/01\\\/undefined-2-4.png&quot;}],&quot;background_slideshow_loop&quot;:&quot;yes&quot;,&quot;background_slideshow_slide_duration&quot;:5000,&quot;background_slideshow_slide_transition&quot;:&quot;fade&quot;,&quot;background_slideshow_transition_duration&quot;:500}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-f7ad7ee e-con-full e-flex e-con e-child\" data-id=\"f7ad7ee\" data-element_type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;,&quot;jet_parallax_layout_list&quot;:[]}\">\n\t\t<div class=\"elementor-element elementor-element-2cb6710 e-con-full e-flex e-con e-child\" data-id=\"2cb6710\" data-element_type=\"container\" data-settings=\"{&quot;jet_parallax_layout_list&quot;:[]}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-e7473b4 elementor-widget__width-auto elementor-widget elementor-widget-heading\" data-id=\"e7473b4\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h6 class=\"elementor-heading-title elementor-size-default\">Assembly<\/h6>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-61e046e elementor-widget__width-auto elementor-widget elementor-widget-heading\" data-id=\"61e046e\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h6 class=\"elementor-heading-title elementor-size-default\">Predictive quality<\/h6>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-914b422 elementor-widget__width-initial elementor-widget elementor-widget-heading\" data-id=\"914b422\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h1 class=\"elementor-heading-title elementor-size-default\"><h2>Quality Assurance for Adhesive-Based Assembly with Artificial Intelligence<h2><\/h1>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-0c5c08e elementor-widget elementor-widget-heading\" data-id=\"0c5c08e\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Predictive Quality for Appliance Manufacturing<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-4ea1966 elementor-widget__width-initial elementor-widget elementor-widget-image\" data-id=\"4ea1966\" 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\t\t\t<a href=\"https:\/\/www.miele.de\/\" target=\"_blank\">\n\t\t\t\t\t\t\t<img fetchpriority=\"high\" decoding=\"async\" width=\"500\" height=\"281\" src=\"https:\/\/aixbrain.pwdev.de\/wp-content\/uploads\/2024\/09\/Miele-Logo-500x281-1.png\" class=\"attachment-full size-full wp-image-9211\" alt=\"\" \/>\t\t\t\t\t\t\t\t<\/a>\n\t\t\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-669b218 e-con-full elementor-hidden-tablet elementor-hidden-mobile e-flex e-con e-child\" data-id=\"669b218\" data-element_type=\"container\" data-settings=\"{&quot;jet_parallax_layout_list&quot;:[]}\">\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-e4acc23 e-flex e-con-boxed e-con e-parent\" data-id=\"e4acc23\" data-element_type=\"container\" data-settings=\"{&quot;jet_parallax_layout_list&quot;:[]}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-f9ff32a e-con-full e-flex e-con e-child\" data-id=\"f9ff32a\" data-element_type=\"container\" data-settings=\"{&quot;jet_parallax_layout_list&quot;:[]}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-a084d90 e-transform elementor-widget elementor-widget-heading\" data-id=\"a084d90\" data-element_type=\"widget\" data-settings=\"{&quot;_transform_translateY_effect&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:0,&quot;sizes&quot;:[]},&quot;_transform_translateX_effect&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]},&quot;_transform_translateX_effect_tablet&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]},&quot;_transform_translateX_effect_mobile&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]},&quot;_transform_translateY_effect_tablet&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]},&quot;_transform_translateY_effect_mobile&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]}}\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Scope<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-1e519ec elementor-widget elementor-widget-text-editor\" data-id=\"1e519ec\" 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\t\t<p><span style=\"text-align: var(--text-align); color: var( --e-global-color-secondary );\">Miele <\/span><a style=\"text-align: var(--text-align); background-color: #ffffff;\" href=\"http:\/\/www.miele.de\/\">Miele &amp; Cie. KG <\/a> <span style=\"text-align: var(--text-align); color: var( --e-global-color-secondary );\">manufactures<\/span> <b style=\"text-align: var(--text-align); color: var( --e-global-color-secondary );\">household appliances such as vacuum cleaners and washing machines<\/b><span style=\"text-align: var(--text-align); color: var( --e-global-color-secondary );\">. Many components, including the electric motors for vacuum cleaners, are <\/span><b style=\"text-align: var(--text-align); color: var( --e-global-color-secondary );\">assembled in series production.<\/b><b style=\"text-align: var(--text-align);\"> <\/b><span style=\"text-align: var(--text-align);\">In the first step, the rotor, equipped with press-fitted ball bearings, is bonded to the bearing shield. <\/span>The <b style=\"text-align: var(--text-align); color: var( --e-global-color-secondary );\">quality of the adhesive bead<\/b> on the <span style=\"text-align: var(--text-align); color: var( --e-global-color-secondary );\">bearing ring<\/span> is critical to the final product quality.<\/p><p>aiXbrain shall analyze adhesive beads captured by a camera using artificial intelligence to assess the subsequent stability of the workpiece and <b>provide suggestions for improvement if issues are detected<\/b>.<\/p><p>The joint goal is to identify quality defects in electric motors as early as possible in the production process and<b> prevent waste of valuable semi-finished products<\/b>.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-8cc7389 elementor-icon-list--layout-traditional elementor-list-item-link-full_width elementor-widget elementor-widget-icon-list\" data-id=\"8cc7389\" data-element_type=\"widget\" data-widget_type=\"icon-list.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<ul class=\"elementor-icon-list-items\">\n\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item\">\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-icon\">\n\t\t\t\t\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-check\" viewBox=\"0 0 512 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M173.898 439.404l-166.4-166.4c-9.997-9.997-9.997-26.206 0-36.204l36.203-36.204c9.997-9.998 26.207-9.998 36.204 0L192 312.69 432.095 72.596c9.997-9.997 26.207-9.997 36.204 0l36.203 36.204c9.997 9.997 9.997 26.206 0 36.204l-294.4 294.401c-9.998 9.997-26.207 9.997-36.204-.001z\"><\/path><\/svg>\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\">Integration with line scan camera and Raspberry Pi<\/span>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item\">\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-icon\">\n\t\t\t\t\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-check\" viewBox=\"0 0 512 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M173.898 439.404l-166.4-166.4c-9.997-9.997-9.997-26.206 0-36.204l36.203-36.204c9.997-9.998 26.207-9.998 36.204 0L192 312.69 432.095 72.596c9.997-9.997 26.207-9.997 36.204 0l36.203 36.204c9.997 9.997 9.997 26.206 0 36.204l-294.4 294.401c-9.998 9.997-26.207 9.997-36.204-.001z\"><\/path><\/svg>\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\">Classification of workpiece quality with AI<\/span>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item\">\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-icon\">\n\t\t\t\t\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-check\" viewBox=\"0 0 512 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M173.898 439.404l-166.4-166.4c-9.997-9.997-9.997-26.206 0-36.204l36.203-36.204c9.997-9.998 26.207-9.998 36.204 0L192 312.69 432.095 72.596c9.997-9.997 26.207-9.997 36.204 0l36.203 36.204c9.997 9.997 9.997 26.206 0 36.204l-294.4 294.401c-9.998 9.997-26.207 9.997-36.204-.001z\"><\/path><\/svg>\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\">Avoidance of scrap and rework <\/span>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t<\/ul>\n\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-8a8f425 e-con-full e-flex e-con e-child\" data-id=\"8a8f425\" data-element_type=\"container\" data-settings=\"{&quot;jet_parallax_layout_list&quot;:[]}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-075cdb3 elementor-widget__width-initial elementor-widget elementor-widget-image\" data-id=\"075cdb3\" 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\t\t\t<a href=\"https:\/\/www.miele.de\/\" target=\"_blank\">\n\t\t\t\t\t\t\t<img fetchpriority=\"high\" decoding=\"async\" width=\"500\" height=\"281\" src=\"https:\/\/aixbrain.pwdev.de\/wp-content\/uploads\/2024\/09\/Miele-Logo-500x281-1.png\" class=\"attachment-full size-full wp-image-9211\" alt=\"\" \/>\t\t\t\t\t\t\t\t<\/a>\n\t\t\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 class=\"elementor-element elementor-element-8ebc439 elementor-widget elementor-widget-image\" data-id=\"8ebc439\" 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\t\t<img decoding=\"async\" width=\"800\" height=\"450\" src=\"https:\/\/aixbrain.pwdev.de\/wp-content\/uploads\/2024\/09\/Standbild-Motor-1024x576.jpg\" class=\"attachment-large size-large wp-image-9241\" alt=\"\" srcset=\"https:\/\/aixbrain.pwdev.de\/wp-content\/uploads\/2024\/09\/Standbild-Motor-1024x576.jpg 1024w, https:\/\/aixbrain.pwdev.de\/wp-content\/uploads\/2024\/09\/Standbild-Motor-300x169.jpg 300w, https:\/\/aixbrain.pwdev.de\/wp-content\/uploads\/2024\/09\/Standbild-Motor-768x432.jpg 768w, https:\/\/aixbrain.pwdev.de\/wp-content\/uploads\/2024\/09\/Standbild-Motor-1536x864.jpg 1536w, https:\/\/aixbrain.pwdev.de\/wp-content\/uploads\/2024\/09\/Standbild-Motor.jpg 1920w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/>\t\t\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\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-4086cc4 e-flex e-con-boxed e-con e-parent\" data-id=\"4086cc4\" data-element_type=\"container\" data-settings=\"{&quot;jet_parallax_layout_list&quot;:[],&quot;background_background&quot;:&quot;gradient&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-9f00cb8 e-con-full e-flex e-con e-child\" data-id=\"9f00cb8\" data-element_type=\"container\" data-settings=\"{&quot;jet_parallax_layout_list&quot;:[]}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-2f9691e elementor-widget elementor-widget-heading\" data-id=\"2f9691e\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Implementation <\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-14414b4 elementor-widget__width-initial elementor-widget-tablet__width-initial elementor-widget elementor-widget-text-editor\" data-id=\"14414b4\" 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\t\t<p><span style=\"text-align: var(--text-align); background-color: var( --e-global-color-b4f63c5 ); color: var( --e-global-color-secondary );\">As part of the BMBF-funded <a href=\"https:\/\/www.gemeki.de\">GeMeKI<\/a> project, the adhesive dispensing system was upgraded with a <strong>line scan camera<\/strong>. Both the camera and the dispenser control send their data to a locally installed Raspberry Pi, which serves as a gateway to the AI. <\/span><\/p><p><span style=\"text-align: var(--text-align); background-color: var( --e-global-color-b4f63c5 );\">Training data was generated by <b>manually labeling <\/b>defect workpieces in Miele\u2019s production line as well as by using a <b>training cell<\/b> provided by <a href=\"https:\/\/www.xenon-automation.de\/\">Xenon<\/a>, <\/span><span style=\"background-color: var( --e-global-color-b4f63c5 ); color: var( --e-global-color-secondary ); text-align: var(--text-align);\">which simulates <strong>representative defect patterns <\/strong>with workpiece models.<\/span><\/p><p><b>A pre-trained image classification AI model was fine-tuned<\/b> with the data.<br \/>The trained AI classifies good and defective adhesive beads with <strong>near 100% accuracy<\/strong>. Identified defect patterns are directly linked to <strong>corresponding corrective actions<\/strong>.<\/p>\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-97cd0f5 e-con-full e-flex e-con e-child\" data-id=\"97cd0f5\" data-element_type=\"container\" data-settings=\"{&quot;jet_parallax_layout_list&quot;:[]}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-01a566c e-transform elementor-widget elementor-widget-image\" data-id=\"01a566c\" data-element_type=\"widget\" data-settings=\"{&quot;_transform_translateX_effect&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:-1,&quot;sizes&quot;:[]},&quot;_transform_translateY_effect&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:-1,&quot;sizes&quot;:[]},&quot;_transform_translateX_effect_tablet&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]},&quot;_transform_translateX_effect_mobile&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]},&quot;_transform_translateY_effect_tablet&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]},&quot;_transform_translateY_effect_mobile&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]}}\" 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\t\t<img decoding=\"async\" width=\"533\" height=\"482\" src=\"https:\/\/aixbrain.pwdev.de\/wp-content\/uploads\/2024\/09\/Unbenannte-Praesentation-e1738933660138.jpg\" class=\"attachment-full size-full wp-image-9296\" alt=\"\" srcset=\"https:\/\/aixbrain.pwdev.de\/wp-content\/uploads\/2024\/09\/Unbenannte-Praesentation-e1738933660138.jpg 533w, https:\/\/aixbrain.pwdev.de\/wp-content\/uploads\/2024\/09\/Unbenannte-Praesentation-e1738933660138-300x271.jpg 300w\" sizes=\"(max-width: 533px) 100vw, 533px\" \/>\t\t\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\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-09cc59e e-flex e-con-boxed e-con e-parent\" data-id=\"09cc59e\" data-element_type=\"container\" data-settings=\"{&quot;jet_parallax_layout_list&quot;:[]}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-fd4849d e-con-full e-flex e-con e-child\" data-id=\"fd4849d\" data-element_type=\"container\" data-settings=\"{&quot;jet_parallax_layout_list&quot;:[]}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-624a8d2 elementor-widget elementor-widget-heading\" data-id=\"624a8d2\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Result<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-8a40502 elementor-widget elementor-widget-text-editor\" data-id=\"8a40502\" 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\t\t<p>The AI system effectively supports workers on the assembly line in inspecting workpiece and process quality, enabling <b>faster and more reliable operations<\/b>.<br>New staff can be trained more quickly, while <b>scrap and rework are significantly reduced<\/b>.   <\/p><p>The combination of cost-effective hardware and fine-tuned pre-trained AI models offers an <b>economically attractive alternative<\/b> to expensive machine vision systems.<\/p><p><span style=\"text-align: var(--text-align);\">aiXbrain offers the used AI component as a Managed Service through its Dataray\u00ae AI Framework<\/span><span style=\"text-align: var(--text-align); color: var( --e-global-color-secondary );\">.<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-7758173 e-con-full elementor-hidden-tablet elementor-hidden-mobile e-flex e-con e-child\" data-id=\"7758173\" data-element_type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;,&quot;jet_parallax_layout_list&quot;:[]}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-5b427f4 elementor-vertical-align-middle elementor-widget__width-initial elementor-widget elementor-widget-icon-box\" data-id=\"5b427f4\" data-element_type=\"widget\" data-widget_type=\"icon-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-box-wrapper\">\n\n\t\t\t\n\t\t\t\t\t\t<div class=\"elementor-icon-box-content\">\n\n\t\t\t\t\t\t\t\t\t<h4 class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<span  >\n\t\t\t\t\t\t\tKarsten Esser, Project Engineer Miele\t\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/h4>\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t<p class=\"elementor-icon-box-description\">\n\t\t\t\t\t\t\"The AI assistance system enables more effective workflows and gives our employees the ability to intervene early to prevent scrap and reduce costs.\"\t\t\t\t\t<\/p>\n\t\t\t\t\n\t\t\t<\/div>\n\t\t\t\n\t\t<\/div>\n\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-b876d32 e-con-full e-flex e-con e-child\" data-id=\"b876d32\" data-element_type=\"container\" data-settings=\"{&quot;jet_parallax_layout_list&quot;:[]}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-fe5b983 elementor-widget__width-auto elementor-widget elementor-widget-image\" data-id=\"fe5b983\" 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\t\t<img loading=\"lazy\" decoding=\"async\" width=\"2560\" height=\"1440\" src=\"https:\/\/aixbrain.pwdev.de\/wp-content\/uploads\/2024\/09\/Miele-Fuegen-Kleberaupe-scaled.jpg\" class=\"attachment-full size-full wp-image-9240\" alt=\"\" srcset=\"https:\/\/aixbrain.pwdev.de\/wp-content\/uploads\/2024\/09\/Miele-Fuegen-Kleberaupe-scaled.jpg 2560w, https:\/\/aixbrain.pwdev.de\/wp-content\/uploads\/2024\/09\/Miele-Fuegen-Kleberaupe-300x169.jpg 300w, https:\/\/aixbrain.pwdev.de\/wp-content\/uploads\/2024\/09\/Miele-Fuegen-Kleberaupe-1024x576.jpg 1024w, https:\/\/aixbrain.pwdev.de\/wp-content\/uploads\/2024\/09\/Miele-Fuegen-Kleberaupe-768x432.jpg 768w, https:\/\/aixbrain.pwdev.de\/wp-content\/uploads\/2024\/09\/Miele-Fuegen-Kleberaupe-1536x864.jpg 1536w, https:\/\/aixbrain.pwdev.de\/wp-content\/uploads\/2024\/09\/Miele-Fuegen-Kleberaupe-2048x1152.jpg 2048w\" sizes=\"(max-width: 2560px) 100vw, 2560px\" \/>\t\t\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-d88cffa e-con-full elementor-hidden-desktop e-flex e-con e-child\" data-id=\"d88cffa\" data-element_type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;,&quot;jet_parallax_layout_list&quot;:[]}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-d0a2a72 elementor-vertical-align-middle elementor-widget__width-initial elementor-widget elementor-widget-icon-box\" data-id=\"d0a2a72\" data-element_type=\"widget\" data-widget_type=\"icon-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-box-wrapper\">\n\n\t\t\t\n\t\t\t\t\t\t<div class=\"elementor-icon-box-content\">\n\n\t\t\t\t\t\t\t\t\t<h4 class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<span  >\n\t\t\t\t\t\t\tKarsten Esser, Project Engineer Miele\t\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/h4>\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t<p class=\"elementor-icon-box-description\">\n\t\t\t\t\t\t\"The AI assistance system enables more effective workflows and gives our employees the ability to intervene early to prevent scrap and reduce costs.\"\t\t\t\t\t<\/p>\n\t\t\t\t\n\t\t\t<\/div>\n\t\t\t\n\t\t<\/div>\n\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\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>Assembly Predictive quality Quality Assurance for Adhesive-Based Assembly with Artificial Intelligence Predictive Quality for Appliance Manufacturing Scope Miele Miele &amp; Cie. KG manufactures household appliances such as vacuum cleaners and washing machines. Many components, including the electric motors for vacuum cleaners, are assembled in series production. In the first step, the rotor, equipped with press-fitted [&hellip;]<\/p>\n","protected":false},"featured_media":9241,"menu_order":6,"template":"elementor_header_footer","class_list":["post-9378","referenzen","type-referenzen","status-publish","has-post-thumbnail","hentry"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v25.0 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>AI quality assurance Miele - aiXbrain<\/title>\n<meta name=\"description\" content=\"&quot;AI-supported quality assurance in assembly - aiXbrain &amp; Miele improve adhesive application for electric motors with predictive quality. Reduce errors, minimize rejects &amp; increase process reliability through machine learning. 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