{"id":93675,"date":"2019-10-15T12:00:00","date_gmt":"2019-10-15T12:00:00","guid":{"rendered":"https:\/\/industry-science.com\/artikel\/digital-twins-as-enabler-for-changeable-production\/"},"modified":"2019-10-15T12:00:00","modified_gmt":"2019-10-15T12:00:00","slug":"digital-twins-as-enabler-for-changeable-production","status":"publish","type":"article","link":"https:\/\/industry-science.com\/en\/articles\/digital-twins-as-enabler-for-changeable-production\/","title":{"rendered":"Digital Twins as Enabler for Changeable Production"},"content":{"rendered":"<p><!-- GITO PUB shortened content start --><\/p>\n<div class=\"gito-pub-frontend-post-protected\"><\/div>\n<p><!-- GITO PUB shortened content end --><\/p>\n<div style=\"display:block;text-align:center !important;margin:30px 0;\">\n<div style=\"display:inline-block;border:1px solid #555;padding:10px;max-width:600px;text-align:left;\">\n<h2 class=\"gito-pub-download-section\"><center>Access limited<\/center><\/h2>\n<p>You are currently <strong>not logged in \/ not yet registered<\/strong>.<\/p>\n<p>In order to download the desired file(s), you must be logged in and have an appropriate inclusive subscription. Alternatively, you can also obtain access by paying a one-off fee.<\/p>\n<div style=\"text-align:center;\">\n<table style=\"width:90% !important;margin-left:5% !important;\">\n<thead>\n<tr>\n<th>Subscription<\/th>\n<th style=\"text-align:center !important;\">included<\/th>\n<th style=\"text-align:right;\">Purchase<\/th>\n<tr><\/thead>\n<tbody>\n<tr>\n<td>without<\/td>\n<td style=\"text-align:center !important;\">&#8722;<\/td>\n<td style=\"text-align:right;\">29,00 \u20ac<\/td>\n<tr>\n<tr>\n<td>Digital<\/td>\n<td style=\"text-align:center !important;\">&#8722;<\/td>\n<td style=\"text-align:right;\">27,55 \u20ac<\/td>\n<tr>\n<tr>\n<td>Expert<\/td>\n<td style=\"text-align:center !important;\">&#8722;<\/td>\n<td style=\"text-align:right;\">26,10 \u20ac<\/td>\n<tr>\n<tr>\n<td>Professional<\/td>\n<td style=\"text-align:center !important;\"><span style=\"color:var(--company-color);font-weight:bold;font-size:16px;\">&#10003;<\/span><\/td>\n<td style=\"text-align:right;\">0,00 \u20ac<\/td>\n<tr><\/tbody>\n<\/table>\n<p><button style=\"font-size:14px;margin:10px;\" class=\"button gito-pub-login-register-link gito-pub-reporting-abo-button\" data-targetabo=\"professional\" data-targeturl=\"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/article\/93675\/\" data-type=\"abo-button-login\">Register \/ book subscription<\/button><a href=\"https:\/\/industry-science.com\/en\/checkout\/?add-to-cart=93675&#038;quantity=1\" style=\"font-size:14px;margin:10px;\" class=\"button gito-pub-reporting-abo-button\" data-type=\"abo-button-onetime\">Download for one time 29,00 \u20ac<\/a><\/p>\n<p><small>All prices include 7% VAT<\/small><\/p>\n<p><small>After purchasing access rights, you will automatically be redirected back to this page.<\/small><\/p>\n<\/div>\n<\/div>\n<\/div>\n<br>Solutions: <span class=\"gito-pub-tag-element\"><a href=\"\/en\/functions\/production-control\/\">Production Control<\/a><\/span> <div class=\"gito-pub-tags-social-share\" style=\"display:flex;justify-content:space-between;\"><div>Tags: <span class=\"gito-pub-tag-element\"><a href=\"\/tag\/changeable-production\/\">changeable production<\/a><\/span> <span class=\"gito-pub-tag-element\"><a href=\"\/tag\/digital-twin\/\">digital twin<\/a><\/span> <span class=\"gito-pub-tag-element\"><a href=\"\/tag\/digitaler-zwilling\/\">digitaler Zwilling<\/a><\/span> <span class=\"gito-pub-tag-element\"><a href=\"\/tag\/digitaler-zwilling-en\/\">digitaler Zwilling<\/a><\/span> <span class=\"gito-pub-tag-element\"><a href=\"\/tag\/production-control\/\">production control<\/a><\/span> <span class=\"gito-pub-tag-element\"><a href=\"\/tag\/service-based-production\/\">service-based production<\/a><\/span> <span class=\"gito-pub-tag-element\"><a href=\"\/tag\/service-oriented-architecture\/\">Service-oriented Architecture<\/a><\/span> <\/div><div><div class=\"social-icons share-icons share-row relative\" ><a href=\"whatsapp:\/\/send?text=Digital%20Twins%20as%20Enabler%20for%20Changeable%20Production - https:\/\/industry-science.com\/en\/articles\/digital-twins-as-enabler-for-changeable-production\/\" data-action=\"share\/whatsapp\/share\" class=\"icon button circle is-outline tooltip whatsapp show-for-medium\" title=\"Share on WhatsApp\" aria-label=\"Share on WhatsApp\"><i class=\"icon-whatsapp\" aria-hidden=\"true\"><\/i><\/a><a href=\"https:\/\/www.facebook.com\/sharer.php?u=https:\/\/industry-science.com\/en\/articles\/digital-twins-as-enabler-for-changeable-production\/\" data-label=\"Facebook\" onclick=\"window.open(this.href,this.title,'width=500,height=500,top=300px,left=300px'); 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return false;\" target=\"_blank\" class=\"icon button circle is-outline tooltip linkedin\" title=\"Share on LinkedIn\" aria-label=\"Share on LinkedIn\" rel=\"noopener nofollow\"><i class=\"icon-linkedin\" aria-hidden=\"true\"><\/i><\/a><\/div><\/div><\/div><hr style=\"margin-top:0px;\">\n<h2 class=\"gito-pub-frontend-post-headline\">You might also be interested in<\/h2>\n<!-- GITO_PUB_POST start flex-container -->\n<div class=\"gito-pub-flex-container\">\n   <div class=\"gito-pub-frontend-post-card gito-pub-flex-item gito-pub-flex-item-1\">\n      <a href=\"https:\/\/industry-science.com\/en\/articles\/maki-digital-assistant-learning\/\">\n         <div class=\"gito-pub-frontend-post-card-row\">         <div class=\"gito-pub-frontend-post-card-column gito-pub-frontend-post-card-column-image\">\n            <picture>\n               <source media=\"(max-width:640px)\" srcset=\"https:\/\/industry-science.com\/wp-content\/uploads\/2026\/03\/Resch_AdobeStock_1899117052_onephoto-copie-2-640x325.webp\">\n               <source media=\"(min-width:641px)\" srcset=\"https:\/\/industry-science.com\/wp-content\/uploads\/2026\/03\/Resch_AdobeStock_1899117052_onephoto-copie-2-196x180.webp\">\n               <img decoding=\"async\" class=\"gito-pub-frontend-post-card-image\" src=\"https:\/\/industry-science.com\/wp-content\/uploads\/2026\/03\/Resch_AdobeStock_1899117052_onephoto-copie-2-196x180.webp\" alt=\"MAKI\u2014A Digital Assistant for Practice-Based Learning\">\n            <\/picture>\n         <\/div>\n            <div class=\"gito-pub-frontend-post-card-column\">               <div class=\"ellipsis\" style=\"height:166px !important;overflow:hidden;\" title=\"MAKI\u2014A Digital Assistant for Practice-Based Learning\">                  <table class=\"gito-pub-frontend-post-card-header\">\n            \t     <tr>\n                        <td>                  \t\t   <h4 class=\"gito-pub-frontend-post-card-title\" style=\"line-height:1.2em;\">MAKI\u2014A Digital Assistant for Practice-Based Learning<\/h4>\n                        <div class=\"gito-pub-frontend-post-card-subtitle\">Why every factory is a learning factory<\/div>                        <div class=\"gito-pub-frontend-post-card-author\"><a href=\"\/authors\/olaf-resch-en\/\">Olaf Resch<\/a> <a href=\"https:\/\/orcid.org\/0009-0001-7292-3571\" target=\"_blank\" title=\"ORCID eintrag \u00f6ffnen.\" rel=\"noopener\">\n        <img decoding=\"async\" src=\"https:\/\/orcid.org\/assets\/vectors\/orcid.logo.icon.svg\" alt=\"ORCID Icon\" style=\"width:16px;height:16px;vertical-align:middle;\"><\/a><\/div>\n                        <\/td>\n                     <\/tr>\n                  <\/table>\n                  <div class=\"gito-pub-frontend-post-card-text\">\n                     <div class=\"gito-pub-frontend-post-card-abo-sign gito-pub-login-register-link\" data-targetabo=\"expert\" data-targeturl=\"https:\/\/industry-science.com\/en\/articles\/maki-digital-assistant-learning\/\" title=\"please login or register - content can only be read in its entirety with a subscription  expert\">\n\t\t\t                         <img decoding=\"async\" src=\"https:\/\/industry-science.com\/wp-content\/plugins\/gito-publisher\/img\/i4s-login.png\">\n\t\t\t                      <\/div>With the help of digital assistants, academic teaching is possible in any factory. In order to achieve the best learning effects, however, the interests of all stakeholders must be taken into account. The factory wishes to deploy its employees quickly and productively, the learners desire a positive learning experience, and the educators want to illustrate abstract concepts in a meaningful and practical way. The only way to combine all of these perspectives is via a well-thought-out educational concept and highly functioning technology.                  <\/div>\n               <\/div>\n               <div class=\"gito-pub-frontend-post-card-scientific\"><strong>Industry 4.0 Science<\/strong> | Volume 42 | 2026 | Edition 2 | Pages 70-77<\/div>            <\/div>\n         <\/div>\n      <\/a>\n   <\/div>\n   <div class=\"gito-pub-frontend-post-card gito-pub-flex-item gito-pub-flex-item-1\">\n      <a href=\"https:\/\/industry-science.com\/en\/articles\/energy-transition-serious-gaming\/\">\n         <div class=\"gito-pub-frontend-post-card-row\">         <div class=\"gito-pub-frontend-post-card-column gito-pub-frontend-post-card-column-image\">\n            <picture>\n               <source media=\"(max-width:640px)\" srcset=\"https:\/\/industry-science.com\/wp-content\/uploads\/2026\/04\/AdobeStock_423992056_BullRun-640x325.webp\">\n               <source media=\"(min-width:641px)\" srcset=\"https:\/\/industry-science.com\/wp-content\/uploads\/2026\/04\/AdobeStock_423992056_BullRun-196x180.webp\">\n               <img decoding=\"async\" class=\"gito-pub-frontend-post-card-image\" src=\"https:\/\/industry-science.com\/wp-content\/uploads\/2026\/04\/AdobeStock_423992056_BullRun-196x180.webp\" alt=\"Serious Gaming and the Energy Transition\">\n            <\/picture>\n         <\/div>\n            <div class=\"gito-pub-frontend-post-card-column\">               <div class=\"ellipsis\" style=\"height:166px !important;overflow:hidden;\" title=\"Serious Gaming and the Energy Transition\">                  <table class=\"gito-pub-frontend-post-card-header\">\n            \t     <tr>\n                        <td>                  \t\t   <h4 class=\"gito-pub-frontend-post-card-title\" style=\"line-height:1.2em;\">Serious Gaming and the Energy Transition<\/h4>\n                        <div class=\"gito-pub-frontend-post-card-subtitle\">Collaborative knowledge generation and interactive understanding of complex interrelationships<\/div>                        <div class=\"gito-pub-frontend-post-card-author\"><a href=\"\/authors\/janine-gondolf\/\">Janine Gondolf<\/a> <a href=\"https:\/\/orcid.org\/0000-0002-5644-8328\" target=\"_blank\" title=\"ORCID eintrag \u00f6ffnen.\" rel=\"noopener\">\n        <img decoding=\"async\" src=\"https:\/\/orcid.org\/assets\/vectors\/orcid.logo.icon.svg\" alt=\"ORCID Icon\" style=\"width:16px;height:16px;vertical-align:middle;\"><\/a>, <a href=\"\/authors\/gert-mehlmann\/\">Gert Mehlmann<\/a>, <a href=\"\/authors\/joern-hartung\/\">J\u00f6rn Hartung<\/a>, <a href=\"\/authors\/bernd-schweinshaut\/\">Bernd Schweinshaut<\/a>, <a href=\"\/authors\/anne-bauer\/\">Anne Bauer<\/a><\/div>\n                        <\/td>\n                     <\/tr>\n                  <\/table>\n                  <div class=\"gito-pub-frontend-post-card-text\">\n                     Conveying the complexity and multifaceted nature of the energy transition to a broad audience is a challenge. This article demonstrates how interactive serious games on a multitouch table can help make connections tangible and comprehensible. The games and the table were used in various conversational contexts. These are presented here in three case vignettes based on participant observation of the different applications, as well as situated and shared reflection. The vignettes demonstrate how interaction can trigger epistemic processes, enable shifts in perspective, and foster collective thinking, all of which are necessary for shaping the future of society as a whole.                  <\/div>\n               <\/div>\n               <div class=\"gito-pub-frontend-post-card-scientific\"><strong>Industry 4.0 Science<\/strong> | Volume 42 | 2026 | Edition 2 | Pages 62-69<\/div>            <\/div>\n         <\/div>\n      <\/a>\n   <\/div>\n   <div class=\"gito-pub-frontend-post-card gito-pub-flex-item gito-pub-flex-item-1\">\n      <a href=\"https:\/\/industry-science.com\/en\/articles\/learning-module-sustainable\/\">\n         <div class=\"gito-pub-frontend-post-card-row\">         <div class=\"gito-pub-frontend-post-card-column gito-pub-frontend-post-card-column-image\">\n            <picture>\n               <source media=\"(max-width:640px)\" srcset=\"https:\/\/industry-science.com\/wp-content\/uploads\/2026\/04\/AdobeStock_289023545_Gorodenkoff-640x325.webp\">\n               <source media=\"(min-width:641px)\" srcset=\"https:\/\/industry-science.com\/wp-content\/uploads\/2026\/04\/AdobeStock_289023545_Gorodenkoff-196x180.webp\">\n               <img decoding=\"async\" class=\"gito-pub-frontend-post-card-image\" src=\"https:\/\/industry-science.com\/wp-content\/uploads\/2026\/04\/AdobeStock_289023545_Gorodenkoff-196x180.webp\" alt=\"Industrial Transformation via a Machining Learning Factory\">\n            <\/picture>\n         <\/div>\n            <div class=\"gito-pub-frontend-post-card-column\">               <div class=\"ellipsis\" style=\"height:166px !important;overflow:hidden;\" title=\"Industrial Transformation via a Machining Learning Factory\">                  <table class=\"gito-pub-frontend-post-card-header\">\n            \t     <tr>\n                        <td>                  \t\t   <h4 class=\"gito-pub-frontend-post-card-title\" style=\"line-height:1.2em;\">Industrial Transformation via a Machining Learning Factory<\/h4>\n                        <div class=\"gito-pub-frontend-post-card-subtitle\">A learning module to foster competencies for a sustainability-driven transformation<\/div>                        <div class=\"gito-pub-frontend-post-card-author\"><a href=\"\/authors\/oskay-ozen\/\">Oskay Ozen<\/a> <a href=\"https:\/\/orcid.org\/0000-0001-5566-6633\" target=\"_blank\" title=\"ORCID eintrag \u00f6ffnen.\" rel=\"noopener\">\n        <img decoding=\"async\" src=\"https:\/\/orcid.org\/assets\/vectors\/orcid.logo.icon.svg\" alt=\"ORCID Icon\" style=\"width:16px;height:16px;vertical-align:middle;\"><\/a>, <a href=\"\/authors\/victoria-breidling\/\">Victoria Breidling<\/a> <a href=\"https:\/\/orcid.org\/0009-0000-0384-4813\" target=\"_blank\" title=\"ORCID eintrag \u00f6ffnen.\" rel=\"noopener\">\n        <img decoding=\"async\" src=\"https:\/\/orcid.org\/assets\/vectors\/orcid.logo.icon.svg\" alt=\"ORCID Icon\" style=\"width:16px;height:16px;vertical-align:middle;\"><\/a>, <a href=\"\/authors\/stefan-seyfried\/\">Stefan Seyfried<\/a> <a href=\"https:\/\/orcid.org\/0000-0001-8278-0212\" target=\"_blank\" title=\"ORCID eintrag \u00f6ffnen.\" rel=\"noopener\">\n        <img decoding=\"async\" src=\"https:\/\/orcid.org\/assets\/vectors\/orcid.logo.icon.svg\" alt=\"ORCID Icon\" style=\"width:16px;height:16px;vertical-align:middle;\"><\/a>, <a href=\"\/authors\/matthias-weigold\/\">Matthias Weigold<\/a> <a href=\"https:\/\/orcid.org\/0000-0002-7820-8544\" target=\"_blank\" title=\"ORCID eintrag \u00f6ffnen.\" rel=\"noopener\">\n        <img decoding=\"async\" src=\"https:\/\/orcid.org\/assets\/vectors\/orcid.logo.icon.svg\" alt=\"ORCID Icon\" style=\"width:16px;height:16px;vertical-align:middle;\"><\/a><\/div>\n                        <\/td>\n                     <\/tr>\n                  <\/table>\n                  <div class=\"gito-pub-frontend-post-card-text\">\n                     Sustainability-enhancing transformation processes are necessary in all sectors if we are to remain within planetary boundaries. This also applies to the industrial sector as a significant emitter of greenhouse gases. Employees need new competencies to master this complex task of industrial transformation. These range from CO2 equivalents accounting to the development and evaluation of transformation scenarios, including technical measures. The learning module developed here addresses these competency requirements and uses the example of the ETA factory to show how a competency-oriented learning module for industrial transformation can be structured. It essentially comprises four phases: data collection and CO2 equivalents accounting, cause analysis, development of measures and evaluation of measures.                  <\/div>\n               <\/div>\n               <div class=\"gito-pub-frontend-post-card-scientific\"><strong>Industry 4.0 Science<\/strong> | Volume 42 | Edition 2 | Pages 38-47 | DOI <a style=\"font-weight:bold !important;\" href=\"https:\/\/doi.org\/10.30844\/I4SE.26.2.38\" target=\"_blank\" rel=\"noopener\">10.30844\/I4SE.26.2.38<\/a><\/div>            <\/div>\n         <\/div>\n      <\/a>\n   <\/div>\n   <div class=\"gito-pub-frontend-post-card gito-pub-flex-item gito-pub-flex-item-1\">\n      <a href=\"https:\/\/industry-science.com\/en\/articles\/digital-twins-production-logistics\/\">\n         <div class=\"gito-pub-frontend-post-card-row\">         <div class=\"gito-pub-frontend-post-card-column gito-pub-frontend-post-card-column-image\">\n            <picture>\n               <source media=\"(max-width:640px)\" srcset=\"https:\/\/industry-science.com\/wp-content\/uploads\/2026\/04\/AdobeStock_1784362718_Andrey-Popov-640x325.webp\">\n               <source media=\"(min-width:641px)\" srcset=\"https:\/\/industry-science.com\/wp-content\/uploads\/2026\/04\/AdobeStock_1784362718_Andrey-Popov-196x180.webp\">\n               <img decoding=\"async\" class=\"gito-pub-frontend-post-card-image\" src=\"https:\/\/industry-science.com\/wp-content\/uploads\/2026\/04\/AdobeStock_1784362718_Andrey-Popov-196x180.webp\" alt=\"Experiencing Digital Twins in Production and Logistics\">\n            <\/picture>\n         <\/div>\n            <div class=\"gito-pub-frontend-post-card-column\">               <div class=\"ellipsis\" style=\"height:166px !important;overflow:hidden;\" title=\"Experiencing Digital Twins in Production and Logistics\">                  <table class=\"gito-pub-frontend-post-card-header\">\n            \t     <tr>\n                        <td>                  \t\t   <h4 class=\"gito-pub-frontend-post-card-title\" style=\"line-height:1.2em;\">Experiencing Digital Twins in Production and Logistics<\/h4>\n                        <div class=\"gito-pub-frontend-post-card-subtitle\">The fischertechnik\u00ae Learning Factory 4.0 as a development platform for possible expansion stages<\/div>                        <div class=\"gito-pub-frontend-post-card-author\"><a href=\"\/authors\/deike-gliem\/\">Deike Gliem<\/a> <a href=\"https:\/\/orcid.org\/0000-0001-8098-334X\" target=\"_blank\" title=\"ORCID eintrag \u00f6ffnen.\" rel=\"noopener\">\n        <img decoding=\"async\" src=\"https:\/\/orcid.org\/assets\/vectors\/orcid.logo.icon.svg\" alt=\"ORCID Icon\" style=\"width:16px;height:16px;vertical-align:middle;\"><\/a>, <a href=\"\/authors\/sigrid-wenzel\/\">Sigrid Wenzel<\/a> <a href=\"https:\/\/orcid.org\/0000-0001-9594-1839\" target=\"_blank\" title=\"ORCID eintrag \u00f6ffnen.\" rel=\"noopener\">\n        <img decoding=\"async\" src=\"https:\/\/orcid.org\/assets\/vectors\/orcid.logo.icon.svg\" alt=\"ORCID Icon\" style=\"width:16px;height:16px;vertical-align:middle;\"><\/a>, <a href=\"\/authors\/jan-schickram\/\">Jan Schickram<\/a>, <a href=\"\/authors\/tareq-albeesh\/\">Tareq Albeesh<\/a><\/div>\n                        <\/td>\n                     <\/tr>\n                  <\/table>\n                  <div class=\"gito-pub-frontend-post-card-text\">\n                     The fischertechnik\u00ae Learning Factory 4.0 has proven to be a suitable experimental environment for testing digital twins. Depending on the targeted maturity stage, the functions of a digital twin range from status monitoring and forecasting to the operational control of production and logistics systems. To systematically classify these functions, this article presents a maturity model that serves as a framework for the development of a digital twin. Building on this, selected use cases are implemented in a test and development environment based on a system architecture with multi-layered logic structure. These initial implementations serve to highlight application purposes, relevant methods, and typical challenges and potentials in the transfer to real factory environments.                  <\/div>\n               <\/div>\n               <div class=\"gito-pub-frontend-post-card-scientific\"><strong>Industry 4.0 Science<\/strong> | Volume 42 | Edition 2 | Pages 30-37 | DOI <a style=\"font-weight:bold !important;\" href=\"https:\/\/doi.org\/10.30844\/I4SE.26.2.30\" target=\"_blank\" rel=\"noopener\">10.30844\/I4SE.26.2.30<\/a><\/div>            <\/div>\n         <\/div>\n      <\/a>\n   <\/div>\n   <div class=\"gito-pub-frontend-post-card gito-pub-flex-item gito-pub-flex-item-1\">\n      <a href=\"https:\/\/industry-science.com\/en\/articles\/data-quality-expertise-ai\/\">\n         <div class=\"gito-pub-frontend-post-card-row\">         <div class=\"gito-pub-frontend-post-card-column gito-pub-frontend-post-card-column-image\">\n            <picture>\n               <source media=\"(max-width:640px)\" srcset=\"https:\/\/industry-science.com\/wp-content\/uploads\/2026\/02\/Rath_AdobeStock_1861900994_Framestock.jpg-640x325.jpeg\">\n               <source media=\"(min-width:641px)\" srcset=\"https:\/\/industry-science.com\/wp-content\/uploads\/2026\/02\/Rath_AdobeStock_1861900994_Framestock.jpg-196x180.jpeg\">\n               <img decoding=\"async\" class=\"gito-pub-frontend-post-card-image\" src=\"https:\/\/industry-science.com\/wp-content\/uploads\/2026\/02\/Rath_AdobeStock_1861900994_Framestock.jpg-196x180.jpeg\" alt=\"Data Quality and Domain Expertise for Resilient AI Deployment\">\n            <\/picture>\n         <\/div>\n            <div class=\"gito-pub-frontend-post-card-column\">               <div class=\"ellipsis\" style=\"height:166px !important;overflow:hidden;\" title=\"Data Quality and Domain Expertise for Resilient AI Deployment\">                  <table class=\"gito-pub-frontend-post-card-header\">\n            \t     <tr>\n                        <td>                  \t\t   <h4 class=\"gito-pub-frontend-post-card-title\" style=\"line-height:1.2em;\">Data Quality and Domain Expertise for Resilient AI Deployment<\/h4>\n                        <div class=\"gito-pub-frontend-post-card-subtitle\">Integrating anomaly and label error detection in industry<\/div>                        <div class=\"gito-pub-frontend-post-card-author\"><a href=\"\/authors\/pavlos-rath-manakidis\/\">Pavlos Rath-Manakidis<\/a>, <a href=\"\/authors\/henry-huick\/\">Henry Huick<\/a>, <a href=\"\/authors\/erdi-uenal\/\">Erdi \u00dcnal<\/a>, <a href=\"\/authors\/bjoern-kraemer\/\">Bj\u00f6rn Kr\u00e4mer<\/a> <a href=\"https:\/\/orcid.org\/0009-0004-4659-012X\" target=\"_blank\" title=\"ORCID eintrag \u00f6ffnen.\" rel=\"noopener\">\n        <img decoding=\"async\" src=\"https:\/\/orcid.org\/assets\/vectors\/orcid.logo.icon.svg\" alt=\"ORCID Icon\" style=\"width:16px;height:16px;vertical-align:middle;\"><\/a>, <a href=\"\/authors\/laurenz-wiskott\/\">Laurenz Wiskott<\/a> <a href=\"https:\/\/orcid.org\/0000-0001-6237-740X\" target=\"_blank\" title=\"ORCID eintrag \u00f6ffnen.\" rel=\"noopener\">\n        <img decoding=\"async\" src=\"https:\/\/orcid.org\/assets\/vectors\/orcid.logo.icon.svg\" alt=\"ORCID Icon\" style=\"width:16px;height:16px;vertical-align:middle;\"><\/a><\/div>\n                        <\/td>\n                     <\/tr>\n                  <\/table>\n                  <div class=\"gito-pub-frontend-post-card-text\">\n                     AI implementation transforms work and worker-technology relationships in industrial quality control. This paper explores how approaches to data quality and model transparency support ethical AI deployment, fostering worker agency, trust, and sustainable work design in automatic surface inspection systems (ASIS). Recurring problems like data inefficiency, variable model confidence, and limited AI expertise point to key challenges of human-centered AI: user trust, agency and responsible data management. A solution co-developed with an ASIS supplier demonstrates that the challenges extend beyond the purely technical, underscoring the value of AI design that augments human capabilities. Technical solutions such as anomaly, label error, and domain drift detection are proposed to enhance data quality and model reliability. The insights emphasize the following generalizable strategies for resilient AI integration: understanding user-reported problems through a human-AI interaction lens, ...                  <\/div>\n               <\/div>\n               <div class=\"gito-pub-frontend-post-card-scientific\"><strong>Industry 4.0 Science<\/strong> | Volume 42 | Edition 1 | Pages 128-135 | DOI <a style=\"font-weight:bold !important;\" href=\"https:\/\/doi.org\/10.30844\/I4SE.26.1.120\" target=\"_blank\" rel=\"noopener\">10.30844\/I4SE.26.1.120<\/a><\/div>            <\/div>\n         <\/div>\n      <\/a>\n   <\/div>\n   <div class=\"gito-pub-frontend-post-card gito-pub-flex-item gito-pub-flex-item-1\">\n      <a href=\"https:\/\/industry-science.com\/en\/articles\/digital-competence-lab-dcl-for-speech-therapy\/\">\n         <div class=\"gito-pub-frontend-post-card-row\">         <div class=\"gito-pub-frontend-post-card-column gito-pub-frontend-post-card-column-image\">\n            <picture>\n               <source media=\"(max-width:640px)\" srcset=\"https:\/\/industry-science.com\/wp-content\/uploads\/2026\/02\/AdobeStock_37050264-640x325.jpeg\">\n               <source media=\"(min-width:641px)\" srcset=\"https:\/\/industry-science.com\/wp-content\/uploads\/2026\/02\/AdobeStock_37050264-196x180.jpeg\">\n               <img decoding=\"async\" class=\"gito-pub-frontend-post-card-image\" src=\"https:\/\/industry-science.com\/wp-content\/uploads\/2026\/02\/AdobeStock_37050264-196x180.jpeg\" alt=\"Digital Competence Lab (DCL) for Speech Therapy\">\n            <\/picture>\n         <\/div>\n            <div class=\"gito-pub-frontend-post-card-column\">               <div class=\"ellipsis\" style=\"height:166px !important;overflow:hidden;\" title=\"Digital Competence Lab (DCL) for Speech Therapy\">                  <table class=\"gito-pub-frontend-post-card-header\">\n            \t     <tr>\n                        <td>                  \t\t   <h4 class=\"gito-pub-frontend-post-card-title\" style=\"line-height:1.2em;\">Digital Competence Lab (DCL) for Speech Therapy<\/h4>\n                        <div class=\"gito-pub-frontend-post-card-subtitle\">Designing a learning platform to advance digital skills<\/div>                        <div class=\"gito-pub-frontend-post-card-author\"><a href=\"\/authors\/anika-thurmann\/\">Anika Thurmann<\/a> <a href=\"https:\/\/orcid.org\/0000-0001-9613-7834\" target=\"_blank\" title=\"ORCID eintrag \u00f6ffnen.\" rel=\"noopener\">\n        <img decoding=\"async\" src=\"https:\/\/orcid.org\/assets\/vectors\/orcid.logo.icon.svg\" alt=\"ORCID Icon\" style=\"width:16px;height:16px;vertical-align:middle;\"><\/a>, <a href=\"\/authors\/antonia-weirich\/\">Antonia Weirich<\/a> <a href=\"https:\/\/orcid.org\/0000-0003-4953-1139\" target=\"_blank\" title=\"ORCID eintrag \u00f6ffnen.\" rel=\"noopener\">\n        <img decoding=\"async\" src=\"https:\/\/orcid.org\/assets\/vectors\/orcid.logo.icon.svg\" alt=\"ORCID Icon\" style=\"width:16px;height:16px;vertical-align:middle;\"><\/a>, <a href=\"\/authors\/kerstin-bilda\/\">Kerstin Bilda<\/a>, <a href=\"\/authors\/fiona-doerr\/\">Fiona D\u00f6rr<\/a> <a href=\"https:\/\/orcid.org\/0000-0002-4696-5049\" target=\"_blank\" title=\"ORCID eintrag \u00f6ffnen.\" rel=\"noopener\">\n        <img decoding=\"async\" src=\"https:\/\/orcid.org\/assets\/vectors\/orcid.logo.icon.svg\" alt=\"ORCID Icon\" style=\"width:16px;height:16px;vertical-align:middle;\"><\/a>, <a href=\"\/authors\/lars-toenges\/\">Lars T\u00f6nges<\/a> <a href=\"https:\/\/orcid.org\/0000-0001-6621-144X\" target=\"_blank\" title=\"ORCID eintrag \u00f6ffnen.\" rel=\"noopener\">\n        <img decoding=\"async\" src=\"https:\/\/orcid.org\/assets\/vectors\/orcid.logo.icon.svg\" alt=\"ORCID Icon\" style=\"width:16px;height:16px;vertical-align:middle;\"><\/a><\/div>\n                        <\/td>\n                     <\/tr>\n                  <\/table>\n                  <div class=\"gito-pub-frontend-post-card-text\">\n                     The digital transformation of healthcare results in lasting changes in speech therapy. Smart technologies and artificial intelligence (AI) are creating new opportunities to ensure therapy quality, address care bottlenecks, and actively involve patients in exercise processes. At the same time, these developments are expanding the role of speech therapists, who increasingly use digital systems as supportive tools in addition to their core therapeutic tasks. Based on a feasibility study of the AI-supported application ISi-Speech-Sprechen in a real-world setting of complex Parkinson's therapy (PKT), this article outlines the key challenges associated with implementing smart technologies.                  <\/div>\n               <\/div>\n               <div class=\"gito-pub-frontend-post-card-scientific\"><strong>Industry 4.0 Science<\/strong> | Volume 42 | 2026 | Edition 1 | Pages 110-118 | DOI <a style=\"font-weight:bold !important;\" href=\"https:\/\/doi.org\/10.30844\/I4SE.26.1.102\" target=\"_blank\" rel=\"noopener\">10.30844\/I4SE.26.1.102<\/a><\/div>            <\/div>\n         <\/div>\n      <\/a>\n   <\/div>\n<\/div>\n<!-- GITO_PUB_POST end flex-container -->\n","protected":false},"excerpt":{"rendered":"<p>Today, manufacturing facilities are designed for mass-producing identical goods. Although they often have a certain flexibility, they are not fully changeable. Changes are associated with a high cost. Changeability allows producers to react more quickly to changing demand situations and to efficiently produce small quantities. The Digital Twin is a key concept for implementing the required changeability. In the reference project BaSys 4.0, funded by the German Federal Ministry of Education and Research (BMBF), we have developed a manufacturing concept that enables changeable production. Our open source middleware Eclipse BaSyx provides a reference implementation of the BaSys 4.0 concepts.<\/p>\n","protected":false},"featured_media":96437,"menu_order":0,"template":"","categories":[],"tags":[77093,75884,75880,79631,69024,77092,69636],"product_cat":[3300],"topic":[67617,67838],"technology":[],"knowhow":[],"industry":[],"writer":[83062,83061],"content-type":[],"potential":[],"solution":[67776],"glossary":[],"class_list":{"0":"post-93675","1":"article","2":"type-article","3":"status-publish","4":"has-post-thumbnail","6":"tag-changeable-production","7":"tag-digital-twin","8":"tag-digitaler-zwilling","9":"tag-digitaler-zwilling-en","10":"tag-production-control","11":"tag-service-based-production","12":"tag-service-oriented-architecture","13":"product_cat-article","14":"topic-adaptability","15":"topic-digital-twin","16":"writer-frank-schnicke-en","17":"writer-thomas-kuhn-en","18":"solution-production-control","19":"product","20":"first","21":"instock","22":"downloadable","23":"virtual","24":"sold-individually","25":"taxable","26":"purchasable","27":"product-type-article"},"uagb_featured_image_src":{"full":["https:\/\/industry-science.com\/wp-content\/uploads\/2024\/03\/kuhn-Mit-Digitalen-Zwillingen-zur 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Although they often have a certain flexibility, they are not fully changeable. Changes are associated with a high cost. Changeability allows producers to react more quickly to changing demand situations and to efficiently produce small quantities. The Digital Twin is a key concept for implementing the&hellip;","_links":{"self":[{"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/article\/93675","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/article"}],"about":[{"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/types\/article"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/media\/96437"}],"wp:attachment":[{"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/media?parent=93675"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/categories?post=93675"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/tags?post=93675"},{"taxonomy":"product_cat","embeddable":true,"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/product_cat?post=93675"},{"taxonomy":"topic","embeddable":true,"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/topic?post=93675"},{"taxonomy":"technology","embeddable":true,"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/technology?post=93675"},{"taxonomy":"knowhow","embeddable":true,"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/knowhow?post=93675"},{"taxonomy":"industry","embeddable":true,"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/industry?post=93675"},{"taxonomy":"writer","embeddable":true,"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/writer?post=93675"},{"taxonomy":"content-type","embeddable":true,"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/content-type?post=93675"},{"taxonomy":"potential","embeddable":true,"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/potential?post=93675"},{"taxonomy":"solution","embeddable":true,"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/solution?post=93675"},{"taxonomy":"glossary","embeddable":true,"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/glossary?post=93675"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}