{"id":106258,"date":"2024-09-26T00:03:09","date_gmt":"2024-09-25T22:03:09","guid":{"rendered":"https:\/\/industry-science.com\/?post_type=ejournal&#038;p=106258"},"modified":"2025-08-12T11:38:11","modified_gmt":"2025-08-12T09:38:11","slug":"i4s-5-2024-double-transformation","status":"publish","type":"ejournal","link":"https:\/\/industry-science.com\/en\/e-journals\/i4s-5-2024-double-transformation\/","title":{"rendered":"I4S 5\/2024: Double Transformation"},"content":{"rendered":"<div style=\"text-align:center; margin-bottom:20px;\">\n   <a href=\"https:\/\/industry-science.com\/en\/gito-ejournal-index\/?token=X4pn3r8JRDS1zvfQJo3W\" target=\"_blank\" rel=\"noopener noreferrer\">      <button style=\"font-size:14px;\" class=\"button gito-pub-frontend-vertical-title\">Table of contents (PDF)      <\/button>   <\/a>\n<\/div>\n\n<p>Change is necessary for companies to maintain their competitive edge\u2014both digital and ecological change. But while external support is at hand, the drive for change must come from companies themselves, and at every level: employees, technology and organization. In this issue of Industry 4.0 Science, experts of the Academic Society for Work and Industrial Organization discuss how the real-world application of innovative technologies such as Artificial Intelligence, Augmented Reality or decentralized data rooms can lead to sustainable, resource-efficient manufacturing. Read analyses on effective leadership approaches and the transformative power of circular economy. Find out more about tomorrow\u2019s world of work, today.<\/p>\n\n\n\n<div style=\"height:15px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<h2 class=\"wp-block-heading\">All articles at a glance<\/h2>\n\n\n\n\n<!-- GITO_PUB_POST start list-container -->\n<div><ul class=\"gito-pub-frontend-post-list-container\">\n<li><a class=\"\" href=\"https:\/\/industry-science.com\/en\/articles\/double-transformation-engineering\/\">Double Transformation in Mechanical and Plant Engineering<\/a><br><span style=\"color:#444;\">Digitalization and sustainability for one-of-a-kind and small-batch manufacturers<\/span><\/li><li><a class=\"\" href=\"https:\/\/industry-science.com\/en\/articles\/from-pixels-to-presence\/\">From Pixels to Presence<\/a><br><span style=\"color:#444;\">Transforming remote interactions with telepresence robots<\/span><\/li><li><a class=\"\" href=\"https:\/\/industry-science.com\/en\/articles\/sme-circularity-textile-industry\/\">Digital Solutions for SMEs\u2019 Circularity Transition<\/a><br><span style=\"color:#444;\">Examples from the textile industry<\/span><\/li><li><a class=\"\" href=\"https:\/\/industry-science.com\/en\/articles\/transformation-in-companies\/\">Digital and Ecological Transformation in Companies<\/a><br><span style=\"color:#444;\">Challenges and potential in interaction<\/span><\/li><li><a class=\"\" href=\"https:\/\/industry-science.com\/en\/articles\/work-processes-motion-capture\/\">Analyzing Work Processes with Motion Capture Systems<\/a><br><span style=\"color:#444;\">Solution and implementation principles<\/span><\/li><li><a class=\"\" href=\"https:\/\/industry-science.com\/en\/articles\/ai-tutoring-systems-i-4-0\/\">Training in Industry 4.0 with AI Tutoring Systems<\/a><br><span style=\"color:#444;\">State of technology<\/span><\/li><li><a class=\"\" href=\"https:\/\/industry-science.com\/en\/articles\/pathways-to-responsible-ai\/\">Pathways to Responsible Use of AI at Work<\/a><br><span style=\"color:#444;\">An organizational change perspective<\/span><\/li><li><a class=\"\" href=\"https:\/\/industry-science.com\/en\/articles\/cognitive-assistance-systems\/\">Cognitive Assistance Systems in Intralogistics<\/a><br><span style=\"color:#444;\">User studies with augmented reality and an AI chatbot<\/span><\/li><li><a class=\"\" href=\"https:\/\/industry-science.com\/en\/articles\/ai-assisted-work-planning\/\">AI-Assisted Work Planning<\/a><br><span style=\"color:#444;\">Extracting expert knowledge from historical data for streamlined efficiency and error mitigation<\/span><\/li><li><a class=\"\" href=\"https:\/\/industry-science.com\/en\/articles\/transformation-key-sustainability\/\">Double Transformation as the Key to Sustainability<\/a><br><span style=\"color:#444;\">Methodology for evaluating an AI application in manufacturing companies<\/span><\/li><li><a class=\"\" href=\"https:\/\/industry-science.com\/en\/articles\/eol-management-of-wind-turbines\/\">Turning in Circles<\/a><br><span style=\"color:#444;\">Exploiting the potential of circular economy in wind turbine operations <\/span><\/li><li><a class=\"\" href=\"https:\/\/industry-science.com\/en\/articles\/transformation-under-pressure\/\">Transforming Under Pressure<\/a><br><span style=\"color:#444;\">An analysis of coping strategies along the value chain in agriculture<\/span><\/li><li><a class=\"\" href=\"https:\/\/industry-science.com\/en\/articles\/leadership-in-transition\/\">Leadership in Transition<\/a><br><span style=\"color:#444;\">Transformational and shared leadership in the context of virtual collaboration<\/span><\/li><li><a class=\"\" href=\"https:\/\/industry-science.com\/en\/articles\/transformation-serious-gaming\/\">Digital Transformation and Serious Gaming<\/a><br><span style=\"color:#444;\">Identifying success factors for smart factories<\/span><\/li><\/ul><\/div>\n<!-- GITO_PUB_POST end list-container -->\n\n<div style=\"display:block;text-align:center !important;margin:30px 0;\"><div style=\"display:inline-block;border:1px solid #555;padding:10px;max-width:600px;text-align:left;\"><h2 class=\"gito-pub-download-section\"><center>Access limited<\/center><\/h2><p>You are currently <strong>not logged in \/ not yet registered<\/strong>.<\/p><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><br><br><div style=\"text-align:center;\"><table style=\"width:90% !important;margin-left:5% !important;\"><thead><tr><th>Subscription<\/th><th style=\"text-align:center !important;\">included<\/th><th style=\"text-align:right;\">Purchase<\/th><tr><\/thead><tbody><tr><td>without<\/td><td style=\"text-align:center !important;\">&#8722;<\/td><td style=\"text-align:right;\">59,00 \u20ac<\/td><tr><tr><td>Digital<\/td><td style=\"text-align:center !important;\">&#8722;<\/td><td style=\"text-align:right;\">56,05 \u20ac<\/td><tr><tr><td>Expert<\/td><td style=\"text-align:center !important;\">&#8722;<\/td><td style=\"text-align:right;\">53,10 \u20ac<\/td><tr><tr><td>Professional<\/td><td style=\"text-align:center !important;\"><span style=\"color:var(--company-color);font-weight:bold;font-size:16px;\">&#10003;<\/span><\/td><td style=\"text-align:right;\">0,00 \u20ac<\/td><tr><\/tbody><\/table><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\/ejournal\/106258\/\" data-type=\"abo-button-login\">Register \/ book subscription<\/button><a href=\"https:\/\/industry-science.com\/en\/checkout\/?add-to-cart=106258&#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 59,00 \u20ac<\/a><p><small>All prices include 7% VAT<\/small><\/p><p><small>After purchasing access rights, you will automatically be redirected back to this page.<\/small><\/p><\/div><\/div><\/div><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\/ai-en\/\">AI<\/a><\/span> <span class=\"gito-pub-tag-element\"><a href=\"\/tag\/artificial-intelligence\/\">artificial intelligence<\/a><\/span> <span class=\"gito-pub-tag-element\"><a href=\"\/tag\/ce\/\">CE<\/a><\/span> <span class=\"gito-pub-tag-element\"><a href=\"\/tag\/change-management\/\">change management<\/a><\/span> <span class=\"gito-pub-tag-element\"><a href=\"\/tag\/change-management-en\/\">change management<\/a><\/span> <span class=\"gito-pub-tag-element\"><a href=\"\/tag\/circular-economy\/\">circular economy<\/a><\/span> <span class=\"gito-pub-tag-element\"><a href=\"\/tag\/digital-transformation-en\/\">digital transformation<\/a><\/span> <span class=\"gito-pub-tag-element\"><a href=\"\/tag\/digitale-transformation-en\/\">Digitale Transformation<\/a><\/span> <span class=\"gito-pub-tag-element\"><a href=\"\/tag\/digitalisierung-en\/\">Digitalisierung<\/a><\/span> <span class=\"gito-pub-tag-element\"><a href=\"\/tag\/digitization-en\/\">digitization<\/a><\/span> <span class=\"gito-pub-tag-element\"><a href=\"\/tag\/double-transformation\/\">Double Transformation<\/a><\/span> <span class=\"gito-pub-tag-element\"><a href=\"\/tag\/industrie-4-0-en\/\">Industrie 4.0<\/a><\/span> <span class=\"gito-pub-tag-element\"><a href=\"\/tag\/industry-4-0-en\/\">Industry 4.0<\/a><\/span> <span class=\"gito-pub-tag-element\"><a href=\"\/tag\/ki-en\/\">KI<\/a><\/span> <span class=\"gito-pub-tag-element\"><a href=\"\/tag\/kuenstliche-intelligenz-en\/\">K\u00fcnstliche Intelligenz<\/a><\/span> <span class=\"gito-pub-tag-element\"><a href=\"\/tag\/leadership\/\">Leadership<\/a><\/span> <br>Industries: <span class=\"gito-pub-tag-element\"><a href=\"https:\/\/industry-science.com\/en\/industries\/renewable-energies\/\">Renewable Energies<\/a><\/span> <span class=\"gito-pub-tag-element\"><a href=\"https:\/\/industry-science.com\/en\/industries\/sme\/\">SME<\/a><\/span> <\/div><div><div class=\"social-icons share-icons share-row relative\" ><a href=\"whatsapp:\/\/send?text=I4S%205%2F2024%3A%20Double%20Transformation - https:\/\/industry-science.com\/en\/e-journals\/i4s-5-2024-double-transformation\/\" 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\/e-journals\/i4s-5-2024-double-transformation\/\" data-label=\"Facebook\" onclick=\"window.open(this.href,this.title,'width=500,height=500,top=300px,left=300px'); return false;\" target=\"_blank\" class=\"icon button circle is-outline tooltip facebook\" title=\"Share on Facebook\" aria-label=\"Share on Facebook\" rel=\"noopener nofollow\"><i class=\"icon-facebook\" aria-hidden=\"true\"><\/i><\/a><a href=\"https:\/\/x.com\/share?url=https:\/\/industry-science.com\/en\/e-journals\/i4s-5-2024-double-transformation\/\" onclick=\"window.open(this.href,this.title,'width=500,height=500,top=300px,left=300px'); return false;\" target=\"_blank\" class=\"icon button circle is-outline tooltip x\" title=\"Share on X\" aria-label=\"Share on X\" rel=\"noopener nofollow\"><i class=\"icon-x\" aria-hidden=\"true\"><\/i><\/a><a href=\"mailto:?subject=I4S%205%2F2024%3A%20Double%20Transformation&body=Check%20this%20out%3A%20https%3A%2F%2Findustry-science.com%2Fen%2Fe-journals%2Fi4s-5-2024-double-transformation%2F\" class=\"icon button circle is-outline tooltip email\" title=\"Email to a Friend\" aria-label=\"Email to a Friend\" rel=\"nofollow\"><i class=\"icon-envelop\" aria-hidden=\"true\"><\/i><\/a><a href=\"https:\/\/www.linkedin.com\/shareArticle?mini=true&url=https:\/\/industry-science.com\/en\/e-journals\/i4s-5-2024-double-transformation\/&title=I4S%205%2F2024%3A%20Double%20Transformation\" onclick=\"window.open(this.href,this.title,'width=500,height=500,top=300px,left=300px'); 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\/e-journals\/i4s-1-2026-applied-ai-ethics-workplace\/\">\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\/I4S_01-2026_ENG_Cover-640x325.jpeg\">\n               <source media=\"(min-width:641px)\" srcset=\"https:\/\/industry-science.com\/wp-content\/uploads\/2026\/02\/I4S_01-2026_ENG_Cover-196x180.jpeg\">\n               <img decoding=\"async\" class=\"gito-pub-frontend-post-card-image\" src=\"https:\/\/industry-science.com\/wp-content\/uploads\/2026\/02\/I4S_01-2026_ENG_Cover-196x180.jpeg\" alt=\"I4S 1\/2026: Applied AI Ethics in the Workplace\">\n            <\/picture>\n         <\/div>\n            <div class=\"gito-pub-frontend-post-card-column\">               <div class=\"ellipsis\" style=\"height:185px;overflow:hidden;\" title=\"I4S 1\/2026: Applied AI Ethics in the Workplace\">                  <table class=\"gito-pub-frontend-post-card-header\">\n            \t     <tr>\n                        <td>                  \t\t   <h4 class=\"gito-pub-frontend-post-card-title\">I4S 1\/2026: Applied AI Ethics in the Workplace<\/h4>\n                        <div class=\"gito-pub-frontend-post-card-subtitle\">A shared responsibility \u2014 from radiology and speech therapy to assembly<\/div>                        <\/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=\"professional\" data-targeturl=\"https:\/\/industry-science.com\/en\/e-journals\/i4s-1-2026-applied-ai-ethics-workplace\/\" title=\"please login or register - content can only be read in its entirety with a subscription  professional\">\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>\nAI ethics in the workplace is everyone\u2019s responsibility. It requires accountability from companies as a whole and conscious action from individuals\u2014whether developers or users, managers or employees. Key issues revolve around ethical AI skills and questions of governance and employee representation. How will the world of work change, from radiology and speech therapy to assembly and quality control?                  <\/div>\n               <\/div>\n            <\/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\/e-journals\/i4s-3-2025-digital-twin\/\">\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\/2025\/06\/I4S_03-2025_ENG_Cover-640x325.jpeg\">\n               <source media=\"(min-width:641px)\" srcset=\"https:\/\/industry-science.com\/wp-content\/uploads\/2025\/06\/I4S_03-2025_ENG_Cover-196x180.jpeg\">\n               <img decoding=\"async\" class=\"gito-pub-frontend-post-card-image\" src=\"https:\/\/industry-science.com\/wp-content\/uploads\/2025\/06\/I4S_03-2025_ENG_Cover-196x180.jpeg\" alt=\"I4S 3\/2025: Digital Twin\">\n            <\/picture>\n         <\/div>\n            <div class=\"gito-pub-frontend-post-card-column\">               <div class=\"ellipsis\" style=\"height:185px;overflow:hidden;\" title=\"I4S 3\/2025: Digital Twin\">                  <table class=\"gito-pub-frontend-post-card-header\">\n            \t     <tr>\n                        <td>                  \t\t   <h4 class=\"gito-pub-frontend-post-card-title\">I4S 3\/2025: Digital Twin<\/h4>\n                        <div class=\"gito-pub-frontend-post-card-subtitle\">Innovative concepts for manufacturing, logistics, and learning environments<\/div>                        <\/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=\"professional\" data-targeturl=\"https:\/\/industry-science.com\/en\/e-journals\/i4s-3-2025-digital-twin\/\" title=\"please login or register - content can only be read in its entirety with a subscription  professional\">\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>\nIn the connected world, digital twins open up completely new possibilities: they virtually replicate physical systems, processes, or products. However, key challenges remain, including the collection of current product data. This issue of Industry 4.0 Science covers a wide range of topics, from the basic concept of the digital twin to its benefits in procurement and its use in supply chain management.                  <\/div>\n               <\/div>\n            <\/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\/e-journals\/i4s-2-2025-ai-cobots-virtual\/\">\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\/2025\/04\/I4S_02-2025_ENG_Cover-640x325.jpeg\">\n               <source media=\"(min-width:641px)\" srcset=\"https:\/\/industry-science.com\/wp-content\/uploads\/2025\/04\/I4S_02-2025_ENG_Cover-196x180.jpeg\">\n               <img decoding=\"async\" class=\"gito-pub-frontend-post-card-image\" src=\"https:\/\/industry-science.com\/wp-content\/uploads\/2025\/04\/I4S_02-2025_ENG_Cover-196x180.jpeg\" alt=\"I4S 2\/2025: The Future of Production with AI, Cobots and Virtual Worlds\">\n            <\/picture>\n         <\/div>\n            <div class=\"gito-pub-frontend-post-card-column\">               <div class=\"ellipsis\" style=\"height:185px;overflow:hidden;\" title=\"I4S 2\/2025: The Future of Production with AI, Cobots and Virtual Worlds\">                  <table class=\"gito-pub-frontend-post-card-header\">\n            \t     <tr>\n                        <td>                  \t\t   <h4 class=\"gito-pub-frontend-post-card-title\">I4S 2\/2025: The Future of Production with AI, Cobots and Virtual Worlds<\/h4>\n                        <div class=\"gito-pub-frontend-post-card-subtitle\">Technology needs innovative, value-adding business models<\/div>                        <\/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=\"professional\" data-targeturl=\"https:\/\/industry-science.com\/en\/e-journals\/i4s-2-2025-ai-cobots-virtual\/\" title=\"please login or register - content can only be read in its entirety with a subscription  professional\">\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>\nArtificial intelligence, collaborative robotics, and virtual worlds, such as the metaverse, are fueling visions for new forms of industrial value creation. However, innovation alone is not enough\u2014given that these technologies only develop their full potential through intelligent business models. How can companies efficiently integrate AI-supported automation, cobots and digital twins into their processes?                  <\/div>\n               <\/div>\n            <\/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\/e-journals\/i4s-1-2025-40-years-of-digital-transformation-in-manufacturing\/\">\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\/2025\/02\/meinBild-2-1-640x325.jpg\">\n               <source media=\"(min-width:641px)\" srcset=\"https:\/\/industry-science.com\/wp-content\/uploads\/2025\/02\/meinBild-2-1-196x180.jpg\">\n               <img decoding=\"async\" class=\"gito-pub-frontend-post-card-image\" src=\"https:\/\/industry-science.com\/wp-content\/uploads\/2025\/02\/meinBild-2-1-196x180.jpg\" alt=\"I4S 1\/2025: 40 Years of Digital Transformation in Manufacturing\">\n            <\/picture>\n         <\/div>\n            <div class=\"gito-pub-frontend-post-card-column\">               <div class=\"ellipsis\" style=\"height:185px;overflow:hidden;\" title=\"I4S 1\/2025: 40 Years of Digital Transformation in Manufacturing\">                  <table class=\"gito-pub-frontend-post-card-header\">\n            \t     <tr>\n                        <td>                  \t\t   <h4 class=\"gito-pub-frontend-post-card-title\">I4S 1\/2025: 40 Years of Digital Transformation in Manufacturing<\/h4>\n                        <div class=\"gito-pub-frontend-post-card-subtitle\">Key research questions for tomorrow's production and logistics<\/div>                        <\/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=\"professional\" data-targeturl=\"https:\/\/industry-science.com\/en\/e-journals\/i4s-1-2025-40-years-of-digital-transformation-in-manufacturing\/\" title=\"please login or register - content can only be read in its entirety with a subscription  professional\">\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>\nDigital transformation has been a central focus of scientific discussions for years. Questions relating to data-driven decisions, artificial intelligence and resilient supply chains are at the heart of current research. The articles in this issue explain key trends and present scientific findings and practical solutions - from automation and the circular economy to cloud computing.                  <\/div>\n               <\/div>\n            <\/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\/e-journals\/i4s-6-2024-machine-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\/2024\/12\/I4S_06-2024_Cover-640x325.png\">\n               <source media=\"(min-width:641px)\" srcset=\"https:\/\/industry-science.com\/wp-content\/uploads\/2024\/12\/I4S_06-2024_Cover-196x180.png\">\n               <img decoding=\"async\" class=\"gito-pub-frontend-post-card-image\" src=\"https:\/\/industry-science.com\/wp-content\/uploads\/2024\/12\/I4S_06-2024_Cover-196x180.png\" alt=\"I4S 6\/2024: Machine Learning\">\n            <\/picture>\n         <\/div>\n            <div class=\"gito-pub-frontend-post-card-column\">               <div class=\"ellipsis\" style=\"height:185px;overflow:hidden;\" title=\"I4S 6\/2024: Machine Learning\">                  <table class=\"gito-pub-frontend-post-card-header\">\n            \t     <tr>\n                        <td>                  \t\t   <h4 class=\"gito-pub-frontend-post-card-title\">I4S 6\/2024: Machine Learning<\/h4>\n                        <div class=\"gito-pub-frontend-post-card-subtitle\">A technology with optimization potential in terms of efficiency, transparency and sustainability<\/div>                        <\/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=\"professional\" data-targeturl=\"https:\/\/industry-science.com\/en\/e-journals\/i4s-6-2024-machine-learning\/\" title=\"please login or register - content can only be read in its entirety with a subscription  professional\">\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>\nMachine learning takes automation to a new level. But what does this imply for the role of humans, who seem to remain\u00a0essential for the effective control of AI systems. The development of energy-efficient and fair algorithms and the optimization of data quality are crucial for the future viability of machine learning and artificial intelligence. The articles in this issue examine the technology's key potential and areas of application.                  <\/div>\n               <\/div>\n            <\/div>\n         <\/div>\n      <\/a>\n   <\/div>\n<\/div>\n<!-- GITO_PUB_POST end flex-container -->\n","protected":false},"excerpt":{"rendered":"<p>Change is necessary for companies to maintain their competitive edge\u2014both digital and ecological change. But while external support is at hand, the drive for change must come from companies themselves, and at every level: employees, technology and organization. In this issue of Industry 4.0 Science, experts of the Academic Society for Work and Industrial Organization discuss how the real-world application of innovative technologies such as Artificial Intelligence, Augmented Reality or decentralized data rooms can lead to sustainable, resource-efficient manufacturing. Read analyses on effective leadership approaches and the transformative power of circular economy. Find out more about tomorrow\u2019s world of work, today.<\/p>\n","protected":false},"featured_media":106259,"template":"","categories":[79167,79168,79298],"tags":[80169,4723,79378,68891,84351,77153,80086,79504,79449,80106,80066,79627,80127,79362,80025,72208],"product_cat":[3301],"topic":[79491,68206,68267],"technology":[67790,79334,79487,68059],"knowhow":[],"industry":[74079,68742],"writer":[83019],"glossary":[],"class_list":{"0":"post-106258","1":"ejournal","2":"type-ejournal","3":"status-publish","4":"has-post-thumbnail","6":"category-design-en","7":"category-translate-en","8":"category-typeset","9":"tag-ai-en","10":"tag-artificial-intelligence","11":"tag-ce","12":"tag-change-management","13":"tag-change-management-en","14":"tag-circular-economy","15":"tag-digital-transformation-en","16":"tag-digitale-transformation-en","17":"tag-digitalisierung-en","18":"tag-digitization-en","19":"tag-double-transformation","20":"tag-industrie-4-0-en","21":"tag-industry-4-0-en","22":"tag-ki-en","23":"tag-kuenstliche-intelligenz-en","24":"tag-leadership","25":"product_cat-ejournal","26":"topic-change-management-en","27":"topic-industry-4-0","28":"topic-sustainability","29":"technology-artificial-intelligence","30":"technology-business-model-en","31":"technology-energy-monitoring","32":"technology-training","33":"industry-renewable-energies","34":"industry-sme","35":"writer-sascha-stowasser-en","36":"product","37":"first","38":"instock","39":"downloadable","40":"virtual","41":"sold-individually","42":"taxable","43":"purchasable","44":"product-type-ejournal"},"uagb_featured_image_src":{"full":["https:\/\/industry-science.com\/wp-content\/uploads\/2024\/09\/I4S-52024-Cover-EN.png",764,376,false],"thumbnail":["https:\/\/industry-science.com\/wp-content\/uploads\/2024\/09\/I4S-52024-Cover-EN-150x150.png",150,150,true],"medium":["https:\/\/industry-science.com\/wp-content\/uploads\/2024\/09\/I4S-52024-Cover-EN-762x375.png",762,375,true],"medium_large":["https:\/\/industry-science.com\/wp-content\/uploads\/2024\/09\/I4S-52024-Cover-EN.png",764,376,false],"large":["https:\/\/industry-science.com\/wp-content\/uploads\/2024\/09\/I4S-52024-Cover-EN.png",764,376,false],"front-page-entry":["https:\/\/industry-science.com\/wp-content\/uploads\/2024\/09\/I4S-52024-Cover-EN-764x320.png",764,320,true],"post-entry":["https:\/\/industry-science.com\/wp-content\/uploads\/2024\/09\/I4S-52024-Cover-EN.png",764,376,false],"post-teaser":["https:\/\/industry-science.com\/wp-content\/uploads\/2024\/09\/I4S-52024-Cover-EN-392x320.png",392,320,true],"post-teaser-mobile":["https:\/\/industry-science.com\/wp-content\/uploads\/2024\/09\/I4S-52024-Cover-EN-608x376.png",608,376,true],"post-custom-size":["https:\/\/industry-science.com\/wp-content\/uploads\/2024\/09\/I4S-52024-Cover-EN-640x325.png",640,325,true],"whitepaper-teaser":["https:\/\/industry-science.com\/wp-content\/uploads\/2024\/09\/I4S-52024-Cover-EN-274x376.png",274,376,true],"card-big":["https:\/\/industry-science.com\/wp-content\/uploads\/2024\/09\/I4S-52024-Cover-EN-514x292.png",514,292,true],"card-portrait":["https:\/\/industry-science.com\/wp-content\/uploads\/2024\/09\/I4S-52024-Cover-EN-320x376.png",320,376,true],"card-big-company":["https:\/\/industry-science.com\/wp-content\/uploads\/2024\/09\/I4S-52024-Cover-EN-514x253.png",514,253,true],"gp-listing":["https:\/\/industry-science.com\/wp-content\/uploads\/2024\/09\/I4S-52024-Cover-EN-196x180.png",196,180,true],"1536x1536":["https:\/\/industry-science.com\/wp-content\/uploads\/2024\/09\/I4S-52024-Cover-EN.png",764,376,false],"2048x2048":["https:\/\/industry-science.com\/wp-content\/uploads\/2024\/09\/I4S-52024-Cover-EN.png",764,376,false],"woocommerce_thumbnail":["https:\/\/industry-science.com\/wp-content\/uploads\/2024\/09\/I4S-52024-Cover-EN-510x376.png",510,376,true],"woocommerce_single":["https:\/\/industry-science.com\/wp-content\/uploads\/2024\/09\/I4S-52024-Cover-EN-510x251.png",510,251,true],"woocommerce_gallery_thumbnail":["https:\/\/industry-science.com\/wp-content\/uploads\/2024\/09\/I4S-52024-Cover-EN-100x100.png",100,100,true],"dgwt-wcas-product-suggestion":["https:\/\/industry-science.com\/wp-content\/uploads\/2024\/09\/I4S-52024-Cover-EN-64x31.png",64,31,true]},"uagb_author_info":{"display_name":"Florian Goldmann","author_link":"https:\/\/industry-science.com\/en\/author\/"},"uagb_comment_info":0,"uagb_excerpt":"Change is necessary for companies to maintain their competitive edge\u2014both digital and ecological change. But while external support is at hand, the drive for change must come from companies themselves, and at every level: employees, technology and organization. In this issue of Industry 4.0 Science, experts of the Academic Society for Work and Industrial Organization&hellip;","_links":{"self":[{"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/ejournal\/106258","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/ejournal"}],"about":[{"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/types\/ejournal"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/media\/106259"}],"wp:attachment":[{"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/media?parent=106258"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/categories?post=106258"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/tags?post=106258"},{"taxonomy":"product_cat","embeddable":true,"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/product_cat?post=106258"},{"taxonomy":"topic","embeddable":true,"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/topic?post=106258"},{"taxonomy":"technology","embeddable":true,"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/technology?post=106258"},{"taxonomy":"knowhow","embeddable":true,"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/knowhow?post=106258"},{"taxonomy":"industry","embeddable":true,"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/industry?post=106258"},{"taxonomy":"writer","embeddable":true,"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/writer?post=106258"},{"taxonomy":"glossary","embeddable":true,"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/glossary?post=106258"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}