{"id":39305,"date":"2024-10-07T15:43:38","date_gmt":"2024-10-07T13:43:38","guid":{"rendered":"https:\/\/device-insight.com\/?p=39305"},"modified":"2024-11-28T16:10:18","modified_gmt":"2024-11-28T15:10:18","slug":"ai-vision-benefits-in-manufacturing","status":"publish","type":"post","link":"https:\/\/device-insight.com\/en\/ai-vision-benefits-in-manufacturing\/","title":{"rendered":"AI Vision in Manufacturing: Driving the Future of Digital Production"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"39305\" class=\"elementor elementor-39305 elementor-39304\" data-elementor-settings=\"{&quot;ha_cmc_init_switcher&quot;:&quot;no&quot;}\" data-elementor-post-type=\"post\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-d0d092a elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"d0d092a\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;_ha_eqh_enable&quot;:false}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-c46e876 blog_col\" data-id=\"c46e876\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-783644d elementor-widget elementor-widget-theme-post-title elementor-page-title elementor-widget-heading\" data-id=\"783644d\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"theme-post-title.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\">AI Vision in Manufacturing: Driving the Future of Digital Production<\/h1>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-4d38aa9 elementor-widget elementor-widget-post-info\" data-id=\"4d38aa9\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"post-info.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<ul class=\"elementor-inline-items elementor-icon-list-items elementor-post-info\">\n\t\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item elementor-repeater-item-b86a0c7 elementor-inline-item\" itemprop=\"datePublished\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text elementor-post-info__item elementor-post-info__item--type-date\">\n\t\t\t\t\t\t\t\t\t\t<time>2024\/10\/07<\/time>\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t<li class=\"elementor-icon-list-item elementor-repeater-item-808e92e elementor-inline-item\" itemprop=\"about\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text elementor-post-info__item elementor-post-info__item--type-terms\">\n\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-post-info__terms-list\">\n\t\t\t\t<a href=\"https:\/\/device-insight.com\/en\/category\/news-en\/\" class=\"elementor-post-info__terms-list-item\">News<\/a>\t\t\t\t<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t<\/li>\n\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 class=\"elementor-element elementor-element-34dbdea elementor-widget elementor-widget-text-editor\" data-id=\"34dbdea\" data-element_type=\"widget\" data-e-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 class=\"MsoNormal\">By using intelligent computer vision technologies, companies gain precise insights into areas that the human eye can neither capture nor process. Be it inside complex systems, detecting the tiniest deviations or monitoring high-speed manufacturing processes. Where human vision fails, the data-driven factory, combined with AI vision, enables companies to achieve ambitious OEE (Overall Equipment Effectiveness) targets and secure competitive advantages.   <\/p>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-6e4d698 elementor-section-full_width elementor-section-height-min-height elementor-section-height-default elementor-section-items-middle\" data-id=\"6e4d698\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;_ha_eqh_enable&quot;:false}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-aa3afcd\" data-id=\"aa3afcd\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-1139a7a elementor-widget elementor-widget-image\" data-id=\"1139a7a\" data-element_type=\"widget\" data-e-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\" src=\"https:\/\/device-insight.com\/wp-content\/uploads\/2024\/10\/AI-Vision-1920x800-1.jpg\" title=\"AI Vision 1920\u00d7800\" alt=\"AI Vision in der Industrie\" loading=\"lazy\" \/>\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\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-65980bf elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"65980bf\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;_ha_eqh_enable&quot;:false}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-ce6d9cb blog_col\" data-id=\"ce6d9cb\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-ce7a6b4 elementor-widget elementor-widget-text-editor\" data-id=\"ce7a6b4\" data-element_type=\"widget\" data-e-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>A prime example of AI solutions paired with cameras is quality inspection. Other KPI-relevant applications include process control in complex settings, resource optimization and automated predictive maintenance.  <\/p>\n\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-2d8beb8 elementor-widget elementor-widget-heading\" data-id=\"2d8beb8\" data-element_type=\"widget\" data-e-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\">AI Vision: The Intelligent Upgrade for Visual Sensors<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-c17b5bf elementor-widget elementor-widget-text-editor\" data-id=\"c17b5bf\" data-element_type=\"widget\" data-e-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>Computer vision enables machines to interpret and analyze real-world visual data. When powered by artificial intelligence, it becomes AI Vision\u2014employing image processing technologies, customized algorithms and learning models capable of recognizing and evaluating patterns, shapes, and anomalies in image data. <\/p>\n<p>A key component of AI Vision is the use of machine learning (ML), particularly deep learning. A neural network is trained with large amounts of images, showing both flawless and defective components, enabling the model to distinguish typical defects from normal variations. This model is then deployed on the production line, where it analyzes image data in real-time and automatically triggers an action upon detecting a defect. Through the seamless integration of high-precision image processing and advanced ML, AI Vision significantly enhances quality control. <\/p>\n\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-f5a56c3 elementor-widget elementor-widget-heading\" data-id=\"f5a56c3\" data-element_type=\"widget\" data-e-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\">Implementing AI Vision Use Cases in Production: Key Requirements<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-4ac478f elementor-widget elementor-widget-text-editor\" data-id=\"4ac478f\" data-element_type=\"widget\" data-e-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>Whether for retrofitting existing production lines or deploying in new plants, AI Vision requires all components to work seamlessly together.<\/p>\n<ul>\n<li>High-quality <strong>cameras and sensors<\/strong>, along with consistent and controlled lighting, ensure the necessary high image quality. A major advantage of AI Vision use cases is the contactless integration, avoiding interference with the existing system or ongoing operations.  <\/li>\n<li>Specialized <strong>software tools<\/strong> are applied to process and analyze the images, performing tasks such as preprocessing, feature extraction, and object recognition to extract relevant information from the image data. <\/li>\n<li>A robust <strong>data infrastructure<\/strong> is required to support the processing of large image data volumes. Depending on the application and the required processing speed, data can be processed in <strong>cloud or edge-based solutions<\/strong>. <br \/>Powerful <strong>AI models<\/strong> require extensive datasets for training. To begin model training at an early stage, synthetic image data generation supports the initial setup.  <\/li>\n<li><strong>Synthetic image data<\/strong> mirrors the real scenario as accurately as possible and allows for the simulation of various defects and errors. <\/li>\n<\/ul>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-196b39f elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"196b39f\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;_ha_eqh_enable&quot;:false}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-4058497 blog_col\" data-id=\"4058497\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-2676bdf elementor-widget elementor-widget-heading\" data-id=\"2676bdf\" data-element_type=\"widget\" data-e-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\">Unlocking the Potential of AI Vision with a Data-Driven Approach to Production<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-35819c8 elementor-widget elementor-widget-text-editor\" data-id=\"35819c8\" data-element_type=\"widget\" data-e-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<div class=\"elementor-element elementor-element-62826ed elementor-widget elementor-widget-text-editor\" data-id=\"62826ed\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n<div class=\"elementor-widget-container\">\n<div class=\"elementor-text-editor elementor-clearfix\">\n<p>Image data serves as the foundation for AI Vision projects. To succeed, companies must ensure their data collection, storage, and processing adhere to modern standards to meet performance requirements. In an industrial setting, all relevant process data needs to be captured and analyzed in real time. <a href=\"https:\/\/device-insight.com\/en\/data-analytics\/\">A strong data infrastructure <\/a>lays the foundation for businesses to fully unlock the benefits of AI Vision for industrial applications like automated defect detection, identification of faulty parts, predictive maintenance, and error diagnosis using vector search.    <\/p>\n<\/div>\n<\/div>\n<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-ea98380 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"ea98380\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;_ha_eqh_enable&quot;:false}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-b29eacf blog_col\" data-id=\"b29eacf\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-a96f4cb elementor-widget elementor-widget-heading\" data-id=\"a96f4cb\" data-element_type=\"widget\" data-e-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\">Top 3 Industrial AI Vision Use Cases<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-13f28e3 elementor-widget elementor-widget-text-editor\" data-id=\"13f28e3\" data-element_type=\"widget\" data-e-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>Intelligent image recognition can unlock many use case scenarios in in industrial production to optimize processes, improve quality and reduce production downtime. Most important application areas are quality control, component recognition and sorting, and predictive maintenance. <\/p>\n\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-2db4d35 elementor-widget elementor-widget-image\" data-id=\"2db4d35\" data-element_type=\"widget\" data-e-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\" src=\"https:\/\/device-insight.com\/wp-content\/uploads\/2024\/10\/AI-Vision-Use-Cases-Grafik-DE.png\" title=\"AI Vision Use Cases Grafik DE\" alt=\"Use Cases f\u00fcr AI Vision in der Industrie\" loading=\"lazy\" \/>\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-17ee303 elementor-widget elementor-widget-heading\" data-id=\"17ee303\" data-element_type=\"widget\" data-e-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\">Non-Invasive Quality Control<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-2fb43e2 elementor-widget elementor-widget-text-editor\" data-id=\"2fb43e2\" data-element_type=\"widget\" data-e-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>AI Vision enables non-destructive inspection of quality parameters. The technology detects tiny defects on components that are barely visible. High-resolution cameras or specialized sensors, paired with calibrated lighting techniques, capture detailed images of the components. These images undergo a preprocessing stage, where contrast enhancement and noise reduction are applied to reveal even the smallest defects. Machine learning models process the collected image data reat-time to recognize complex patterns, extract specific features, and classify various defects. Typical applications include crack detection, verification of geometric dimensions, and identification of deformations and contamination. Color deviations and component completeness can also be reliably monitored.      <\/p>\n\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-6b79a32 elementor-widget elementor-widget-heading\" data-id=\"6b79a32\" data-element_type=\"widget\" data-e-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\">Handling and Sorting Components<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-ec079f7 elementor-widget elementor-widget-text-editor\" data-id=\"ec079f7\" data-element_type=\"widget\" data-e-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>Another interesting application area is automatic component recognition and sorting. In industrial production and assembly, various parts can be identified based on their shape, size, serial numbers, and specific codes. AI Vision allows for precise recognition of complex component features, ensuring efficient sorting and processing. The technology also enhances component tracking and precise placement, such as in automated bin picking. This not only accelerates production but also reduces errors that could occur from manual intervention. AI Vision can take the automation of production processes to a new level.     <\/p>\n\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-7aec294 elementor-widget elementor-widget-heading\" data-id=\"7aec294\" data-element_type=\"widget\" data-e-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 Maintenance<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-2ac524b elementor-widget elementor-widget-text-editor\" data-id=\"2ac524b\" data-element_type=\"widget\" data-e-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>AI Vision can also play a key role in improving production metrics through predictive maintenance. Intelligent vision systems can detect signs of wear early\u2014whether on machines, equipment, or critical components. The required equipment can be easily retrofitted without disrupting ongoing operations. Like in visual quality control, detailed images and measurement data are captured to reveal even the smallest changes in surfaces or structures. The technology can identify minimal signs of damage, foreign objects, fluid leaks, or corrosion in real time and spotting trends before they escalate into major issues. As a proactive approach to maintenance, AI vision can help reducing downtime and extend the lifespan of production machinery.     <\/p>\n\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-021a1a8 elementor-widget elementor-widget-heading\" data-id=\"021a1a8\" data-element_type=\"widget\" data-e-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\">Device Insight as a Competent Partner: From Concept to Implementation<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-871386c elementor-widget elementor-widget-text-editor\" data-id=\"871386c\" data-element_type=\"widget\" data-e-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>Device Insight is your trusted partner to support the entire process of developing and implementing your custom AI Vision solution\u2014from concept development and consulting to ROI assessment, full implementation, and monitoring. Our engineers help through the selection and setup of use case specific hardware for image capture and lighting as well as with connecting image data, generating synthetic image data, model training, and selecting and providing a suitable cloud-based infrastructure. Another key element is the integration of dashboarding and alerting functions, enabling users to monitor the status of their production processes in real time and intervene immediately if deviations occur. Our holistic approach ensures that clients can fully maximize the benefits of their AI Vision investments.   <\/p>\n\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-81f5eb6 elementor-widget elementor-widget-testimonial\" data-id=\"81f5eb6\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"testimonial.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-testimonial-wrapper\">\n\t\t\t\t\t\t\t<div class=\"elementor-testimonial-content\"><p>\"AI Vision is one of my favorite Industrial AI applications. Even on a small scale project, it can provide huge benefits.\"<\/p>\n<\/div>\n\t\t\t\n\t\t\t\t\t\t<div class=\"elementor-testimonial-meta elementor-has-image elementor-testimonial-image-position-top\">\n\t\t\t\t<div class=\"elementor-testimonial-meta-inner\">\n\t\t\t\t\t\t\t\t\t\t\t<div class=\"elementor-testimonial-image\">\n\t\t\t\t\t\t\t<a href=\"https:\/\/www.linkedin.com\/in\/michael-haub\/\" target=\"_blank\" rel=\"noopener\"><img fetchpriority=\"high\" decoding=\"async\" width=\"1386\" height=\"1920\" src=\"https:\/\/device-insight.com\/wp-content\/uploads\/2024\/10\/2ha_Studio-Loske-Fotografie_PGL0023_pp-1.jpg\" class=\"attachment-full size-full wp-image-39367\" alt=\"Dr.-Ing Michael Haub Senior Data Science Consultant bei Device Insight\" srcset=\"https:\/\/device-insight.com\/wp-content\/uploads\/2024\/10\/2ha_Studio-Loske-Fotografie_PGL0023_pp-1.jpg 1386w, https:\/\/device-insight.com\/wp-content\/uploads\/2024\/10\/2ha_Studio-Loske-Fotografie_PGL0023_pp-1-217x300.jpg 217w, https:\/\/device-insight.com\/wp-content\/uploads\/2024\/10\/2ha_Studio-Loske-Fotografie_PGL0023_pp-1-739x1024.jpg 739w, https:\/\/device-insight.com\/wp-content\/uploads\/2024\/10\/2ha_Studio-Loske-Fotografie_PGL0023_pp-1-768x1064.jpg 768w, https:\/\/device-insight.com\/wp-content\/uploads\/2024\/10\/2ha_Studio-Loske-Fotografie_PGL0023_pp-1-1109x1536.jpg 1109w, https:\/\/device-insight.com\/wp-content\/uploads\/2024\/10\/2ha_Studio-Loske-Fotografie_PGL0023_pp-1-1200x1662.jpg 1200w\" sizes=\"(max-width: 1386px) 100vw, 1386px\" \/><\/a>\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\n\t\t\t\t\t\t\t\t\t\t<div class=\"elementor-testimonial-details\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<a class=\"elementor-testimonial-name\" href=\"https:\/\/www.linkedin.com\/in\/michael-haub\/\" target=\"_blank\" rel=\"noopener\">Dr.-Ing. Michael Haub<\/a>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<a class=\"elementor-testimonial-job\" href=\"https:\/\/www.linkedin.com\/in\/michael-haub\/\" target=\"_blank\" rel=\"noopener\">Author &amp; Senior Data Science Consultant bei at Device Insight<\/a>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-inner-section elementor-element elementor-element-8b99891 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"8b99891\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;,&quot;_ha_eqh_enable&quot;:false}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-inner-column elementor-element elementor-element-b66679c\" data-id=\"b66679c\" data-element_type=\"column\" data-e-type=\"column\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-96eca2b elementor-widget elementor-widget-image\" data-id=\"96eca2b\" data-element_type=\"widget\" data-e-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=\"400\" src=\"https:\/\/device-insight.com\/wp-content\/uploads\/2023\/11\/W_Data-Analytics_800x400.png\" class=\"attachment-full size-full wp-image-31810\" alt=\"Whitepaper Data Analytics &amp; Manufcacturing\" srcset=\"https:\/\/device-insight.com\/wp-content\/uploads\/2023\/11\/W_Data-Analytics_800x400.png 800w, https:\/\/device-insight.com\/wp-content\/uploads\/2023\/11\/W_Data-Analytics_800x400-300x150.png 300w, https:\/\/device-insight.com\/wp-content\/uploads\/2023\/11\/W_Data-Analytics_800x400-768x384.png 768w\" 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\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-inner-column elementor-element elementor-element-8c7aef4\" data-id=\"8c7aef4\" data-element_type=\"column\" data-e-type=\"column\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-5c66d54 elementor-widget elementor-widget-heading\" data-id=\"5c66d54\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h4 class=\"elementor-heading-title elementor-size-default\">Whitepaper: Data Analytics in Manufacturing<\/h4>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-703d024 elementor-widget elementor-widget-text-editor\" data-id=\"703d024\" data-element_type=\"widget\" data-e-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>Learn how companies can overcome data silos, cost traps, and complexity barriers when implementing data analytics<\/p>\n\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-479e30e open_modal_btn elementor-widget elementor-widget-ha-modal-popup happy-addon ha-modal-popup happy-addon-pro\" data-id=\"479e30e\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"ha-modal-popup.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"ha-modal-popup-box-wrapper\" data-trigger-type=\"button\">\n\t\t\t\t\t\t\t<div class=\"ha-modal-button-wrapper\">\n\t\t\t\t\t\t\t\t<a class=\"ha-modal-popup-trigger ha-modal-popup-btn\" data-id=\"479e30e\" href=\"#\">\n\t\t\tWhitepaper Downloaden\t\t\t<\/a>\n\t\t\t\t\t\t\t<\/div>\n\t\t\t\n\t\t\t\t<div class=\"ha-modal-popup-content-wrapper ha-modal-box ha-modal-position-top-left\" data-id=\"479e30e\" data-animation=\"animate__fadeIn\">\n\n\t\t\t\t\t\t\t<div class=\"ha-modal-popup-content-close ha-modal-close-top-right\">\n\t\t\t\t\t<i aria-hidden=\"true\" class=\"hm hm-cross\"><\/i>\t\t\t\t<\/div>\n\t\t\t\n\t\t\t\n\t\t\t<div class=\"ha-modal-animation animate__animated\">\n\t\t\t\t<div class=\"ha-modal-inner\">\n\t\t\t\t\t<div class=\"ha-modal-inner-content\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"ha-modal-content__image\">\n\t\t\t\t\t\t\t\t<img decoding=\"async\" src=\"https:\/\/device-insight.com\/wp-content\/uploads\/elementor\/thumbs\/W_Data-Analytics_800x400-qfs83udca2asgosjv8jehukg2poxp35uofts9ul49c.png\" title=\"W_Data Analytics_800x400\" alt=\"Whitepaper Data Analytics &amp; Manufcacturing\" loading=\"lazy\" \/>\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\n\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"ha-modal-content__title\">\n\t\t\t\t\t\t\t\tWhitepaper: Data Analytics im Manufacturing\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\n\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"ha-modal-content__description\">\n\t\t\t\t\t\t\t\tJetzt lesen!\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\n\t\t\t\t\t\t\t\t\t\t\t<div class=\"ha-modal-content__shortcode\">\n\t\t\t\t\t\t\t<script charset=\"utf-8\" type=\"text\/javascript\" src=\"\/\/js.hsforms.net\/forms\/embed\/v2.js\"><\/script><script>hbspt.forms.create({region: \"na1\",portalId: \"6621808\",formId: \"504f943f-a9d1-4d7f-bf19-373df6b18cd9\"});<\/script>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\n\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-67b08f19 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"67b08f19\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;_ha_eqh_enable&quot;:false}\">\n\t\t\t\t\t\t\t<div class=\"elementor-background-overlay\"><\/div>\n\t\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-76edd520\" data-id=\"76edd520\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-27cd2d77 elementor-widget elementor-widget-heading\" data-id=\"27cd2d77\" data-element_type=\"widget\" data-e-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\">Recommended Posts<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-4c97e92d elementor-widget elementor-widget-shortcode\" data-id=\"4c97e92d\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"shortcode.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-shortcode\"><div class=\"teasers teasers-single-post\"><div class=\"teasers__container\"><div class=\"teasers__single-teaser\"><a class=\"thumbnail-link\" href=\"https:\/\/device-insight.com\/en\/it-modernization-ai-readiness\/\"><img decoding=\"async\" src=\"https:\/\/device-insight.com\/wp-content\/uploads\/2026\/07\/Blog-Header-1024x427.jpg\" alt=\"Image\"><\/a><div class=\"teasers__content\"><div class=\"date__box\"><div class=\"date__box-date\">2026\/07\/31<\/div><a href=\"https:\/\/device-insight.com\/en\/category\/news-en\/\" class=\"date__box-button\">News<\/a><\/div><h2 class=\"headline\"><a href=\"https:\/\/device-insight.com\/en\/it-modernization-ai-readiness\/\">IT Modernization: The Missing Link to Scalable AI<\/a><\/h2><div class=\"description\">Part 1 of our blog series, \"IT Modernization as the Foundation for AI.\"<\/div><\/div><\/div><div class=\"teasers__single-teaser\"><a class=\"thumbnail-link\" href=\"https:\/\/device-insight.com\/en\/ai-coding-assistants-software-development\/\"><img decoding=\"async\" src=\"https:\/\/device-insight.com\/wp-content\/uploads\/2026\/01\/Blog-Header-26-1-1024x427.jpg\" alt=\"Image\"><\/a><div class=\"teasers__content\"><div class=\"date__box\"><div class=\"date__box-date\">2026\/01\/28<\/div><a href=\"https:\/\/device-insight.com\/en\/category\/news-en\/\" class=\"date__box-button\">News<\/a><\/div><h2 class=\"headline\"><a href=\"https:\/\/device-insight.com\/en\/ai-coding-assistants-software-development\/\">AI Coding: How AI Coding Assistants Accelerate Software Development<\/a><\/h2><div class=\"description\">Fast code is easy. Why great results take more than just tools.<\/div><\/div><\/div><div class=\"teasers__single-teaser\"><a class=\"thumbnail-link\" href=\"https:\/\/device-insight.com\/en\/return-on-data-analytics\/\"><img decoding=\"async\" src=\"https:\/\/device-insight.com\/wp-content\/uploads\/2025\/09\/Blog-Header-21-1024x427.jpg\" alt=\"Image\"><\/a><div class=\"teasers__content\"><div class=\"date__box\"><div class=\"date__box-date\">2025\/09\/23<\/div><a href=\"https:\/\/device-insight.com\/category\/news\/\" class=\"date__box-button\">News<\/a><\/div><h2 class=\"headline\"><a href=\"https:\/\/device-insight.com\/en\/return-on-data-analytics\/\">Return on Investment or Return on Data? Why Data Analytics Pays Off<\/a><\/h2><div class=\"description\">Discover more in our interview with Michael Haub, PhD, data scientist.<\/div><\/div><\/div><\/div><\/div>\n<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>With AI-powered image recognition, companies can digitally monitor quality, processes, and maintenance<\/p>\n","protected":false},"author":17,"featured_media":39313,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"elementor_header_footer","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[60],"tags":[151,72,54,64],"class_list":["post-39305","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-news-en","tag-ai","tag-aiot-en","tag-industrial-iot-en","tag-iot-trends-en"],"acf":[],"_links":{"self":[{"href":"https:\/\/device-insight.com\/en\/wp-json\/wp\/v2\/posts\/39305","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/device-insight.com\/en\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/device-insight.com\/en\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/device-insight.com\/en\/wp-json\/wp\/v2\/users\/17"}],"replies":[{"embeddable":true,"href":"https:\/\/device-insight.com\/en\/wp-json\/wp\/v2\/comments?post=39305"}],"version-history":[{"count":34,"href":"https:\/\/device-insight.com\/en\/wp-json\/wp\/v2\/posts\/39305\/revisions"}],"predecessor-version":[{"id":39973,"href":"https:\/\/device-insight.com\/en\/wp-json\/wp\/v2\/posts\/39305\/revisions\/39973"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/device-insight.com\/en\/wp-json\/wp\/v2\/media\/39313"}],"wp:attachment":[{"href":"https:\/\/device-insight.com\/en\/wp-json\/wp\/v2\/media?parent=39305"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/device-insight.com\/en\/wp-json\/wp\/v2\/categories?post=39305"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/device-insight.com\/en\/wp-json\/wp\/v2\/tags?post=39305"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}