{"id":110079,"date":"2025-08-15T12:00:00","date_gmt":"2025-08-15T12:00:00","guid":{"rendered":"https:\/\/industry-science.com\/?post_type=article&#038;p=110079"},"modified":"2025-08-12T18:41:06","modified_gmt":"2025-08-12T16:41:06","slug":"transport-automation-in-production-logistics","status":"publish","type":"article","link":"https:\/\/industry-science.com\/en\/articles\/transport-automation-in-production-logistics\/","title":{"rendered":"Bridging Automated and Traditional Approaches in Material Transport"},"content":{"rendered":"\n<h2 class=\"wp-block-heading\">Transport automation in production logistics<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Transport processes in production logistics must ensure a reliable supply of required materials while maintaining efficiency to remain competitive. This is especially the case in high-wage countries. For irregular transport of units, various delivery concepts exist, generally divided into individual transport (shuttle traffic) and collective transport (throughput traffic) [1].<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Depending on the selected delivery concept (Figure 1), different technical solutions are suitable. Manual tugger train systems are commonly used for collective transport, while <a href=\"https:\/\/industry-science.com\/en\/articles\/automated-guided-vehicles-agv\/\">automated guided vehicles<\/a> (AGVs) are widely applied for shuttle services used in the manufacturing industry. Tugger train systems usually handle small batch material at high frequencies, using manually operated tow tractors with multiple trailers [2]. Driverless transport systems, on the other hand, are becoming increasingly popular in the manufacturing industry, particularly for individual transport of single-load carriers. These are defined as in-house, floor-bound transport systems with automatically guided vehicles [3].<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"731\" src=\"https:\/\/industry-science.com\/wp-content\/uploads\/2025\/08\/Langer_Figure1NEW-1024x731.jpg\" alt=\"Delivery concepts for irregular conveyor systems.\" class=\"wp-image-110094\" srcset=\"https:\/\/industry-science.com\/wp-content\/uploads\/2025\/08\/Langer_Figure1NEW-1024x731.jpg 1024w, https:\/\/industry-science.com\/wp-content\/uploads\/2025\/08\/Langer_Figure1NEW-525x375.jpg 525w, https:\/\/industry-science.com\/wp-content\/uploads\/2025\/08\/Langer_Figure1NEW-768x548.jpg 768w, https:\/\/industry-science.com\/wp-content\/uploads\/2025\/08\/Langer_Figure1NEW-409x292.jpg 409w, https:\/\/industry-science.com\/wp-content\/uploads\/2025\/08\/Langer_Figure1NEW-1536x1096.jpg 1536w, https:\/\/industry-science.com\/wp-content\/uploads\/2025\/08\/Langer_Figure1NEW-2048x1462.jpg 2048w, https:\/\/industry-science.com\/wp-content\/uploads\/2025\/08\/Langer_Figure1NEW-510x364.jpg 510w, https:\/\/industry-science.com\/wp-content\/uploads\/2025\/08\/Langer_Figure1NEW-64x46.jpg 64w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\">Figure 1: Delivery concepts for irregular conveyor systems.<\/figcaption><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">The trend toward automation in logistics processes has been ongoing for years, with the industry is often regarded as a benchmark for addressing labor market challenges [4]. Possible goals of automation include cost and personnel savings, standardization efforts, increased system performance, and improved ergonomics [5]. Despite these advantages, companies continue to rely on manual tugger train systems rather than fully automated guided vehicles (AGVs).<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">This article therefore examines the factors influencing the decision to use manual tugger train systems instead of AGVs. Empirical insights are based on semi-structured, guideline-based expert interviews conducted with six logistics experts: , four from manufacturing companies in the sanitary, electrical, and pharmaceutical industries, and two from management consultancies specializing in intralogistics. This composition allows for a differentiated view of transport solutions currently in use and used in the past.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">In addition, external trends influencing decision-making and expectations for future development of both systems are also considered. The interview questions were deliberately open-ended to allow for the necessary flexibility to respond in detail to the experts&#8217; assessments. Based on the interview results, hypotheses are derived on how AGVs must evolve to overcome practical application challenges and gain wider adoption in areas currently dominated by manual tugger train systems. . The following section presents the insights from the expert interviews, thematically structured and critically examined to identify the underlying decision-making factors.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Implementation, costs, and logistical challenges<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Despite efforts to identify factors beyond economic considerations, the implementation effort and associated investments remain a central concern for most experts. A manual tugger train is characterized by low implementation costs, a short implementation time, and a simplified process. These benefits are primarily attributed to their ability to be commissioned independently, their flexibility to be adapted incrementally, and their compatibility with non-digital or partially digital workflows (e.g., the use of paper-based documentation), which avoids complex system adjustments.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">In contrast, AGVs are associated with high acquisition costs and time-consuming and complex implementation. . Experts highlight integration with existing IT systems, the development of an AGV control system, and the standardization of all processes, information flows, and load carriers involved as significant challenges. In addition, uncertainty regarding the total cost impact of required process and infrastructure changes was frequently cited as a significant barrier to adopting AGV systems.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Manual solutions incur high personnel costs, which can be significantly reduced through automation. Despite the high initial costs of automated systems, a rapid return on investment can be expected due to low operating costs. However, practical concerns frequently arise regarding unexpected costs and problems that could negatively impact the return on investment.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Even with automation, a certain degree of manual monitoring remains necessary. For example, the staffing demand for manual route trains, often requiring two full-time operators, can typically be reduced to half the capacity of one person for AGV supervision. Apart from personnel, vehicle speed limitations must be considered. In facilities with narrow pathways or where AGVs operate alongside pedestrian traffic, speed reductions may be required to maintain safety. This, in turn, can reduce throughput, potentially necessitating additional vehicles to maintain service levels\u2014thereby affecting ROI. Another source of uncertainty is maintenance costs, which are often difficult to estimate in advance and may deviate significantly from initial expectations.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Requirements for flexibility and operational reliability<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Flexibility in material flow systems is one of the fundamental system components of adaptable production [6]. As transport systems are responsible for the physical movement of goods between production stations, their ability to respond to changing conditions plays a decisive role in overall production efficiency.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Automated solutions are considered less flexible as they rely on a high degree of standardization. They are designed for maximum transport performance and are limited in their ability to adapt to changes in layout and fluctuating transport volumes. Manual tugger trains, by contrast, offer a significant advantage in terms of flexibility. They allow short-term adjustments to route planning and capacity, e.g., in response to dynamic customer requirements or production fluctuations. They are more compatible with varying load carriers, enabling their use in facilities with heterogeneous transport demands. They are more compatible with varying load carriers, enabling their use in facilities with heterogeneous transport demands.They provide high route flexibility, as operators can react spontaneously to obstacles, temporary layout changes, or urgent priority transport.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">AGVs, on the other hand, offers expansion flexibility: once the system is installed, additional driverless transport vehicles (FTFs) can be integrated into the fleet without time-consuming configuration, additional personnel, or employee training.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Process stability is considered a priority, so anticipated problems in the implementation and operation of new systems are seen as a high risk. The use of a manual tugger train can mitigate these concerns, as operational readiness can be ensured with a significantly higher probability even before commissioning. Disadvantages include a higher susceptibility to errors due to human influence during operation and the design of supply routes.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Automated solutions, on the other hand, offer advantages by enabling consistent interruption-free transport, reduced error rates and improved ergonomics. In addition, long-term stability is promoted by increased process transparency based on continuously recorded data. Nevertheless, the process stability of an AGV during its implementation phase remains a major concern.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Ultimately, internal and external conditions influence the usability and integration of transport systems. Technical conditions play a key role here. While manual tugger trains can be freely configured and deployed at short notice, largely independently of existing systems and means of transport, AGVs require interface compatibility and communication with existing IT systems.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">In addition, dependence on a single AGV manufacturer is often criticized due to incompatibilities in vehicle communication and control between different manufacturers. Manual tugger trains, on the other hand, pose safety risks due to limited visibility and route restrictions. They cannot, for instance, be used on narrow curves due to curve offset.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">AGVs could be used in such areas but are more susceptible to external influences such as speed bumps and slopes. In addition, all experts emphasize the importance of human resources and the role of employees. Manual systems can be operated with minimal training, but companies are already facing considerable difficulties in recruiting personnel. This situation icompanies areworsen due to demographic change, the ongoing shortage of skilled workers, and the pressure to remain competitive despite high labor costs. Companies may be forced to automate their processes to reduce staffing requirements.<br>An additional challenge will then be dealing with employees&#8217; fears of job losses and their reservations about the reliability of automated systems, potentially leading to resistance or even acts of sabotage. Moreover, commissioning and maintaining AGVs requires extensive training, which will significantly alter employee job profiles.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Potential and prerequisites for the expanded use of automated guided vehicles<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Figure 2 illustrates the challenges and advantages of both two transport systems based on the number of times they were mentioned by experts. The evaluation shows that manual tugger trains offer advantages over AGVs, particularly with regard to implementation effort, investment, and flexibility, even though they have certain disadvantages in terms of logistics costs. Against this background, the following changes can be identified as factors that would significantly favor an increased use of AGVs.<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"720\" src=\"https:\/\/industry-science.com\/wp-content\/uploads\/2025\/08\/Langer_Figure2NEW_page-0001-e1755016599936-1024x720.jpg\" alt=\"Decision-making factors of manual tugger train systems and automated guided vehicles\" class=\"wp-image-110096\" srcset=\"https:\/\/industry-science.com\/wp-content\/uploads\/2025\/08\/Langer_Figure2NEW_page-0001-e1755016599936-1024x720.jpg 1024w, https:\/\/industry-science.com\/wp-content\/uploads\/2025\/08\/Langer_Figure2NEW_page-0001-e1755016599936-534x375.jpg 534w, https:\/\/industry-science.com\/wp-content\/uploads\/2025\/08\/Langer_Figure2NEW_page-0001-e1755016599936-768x540.jpg 768w, https:\/\/industry-science.com\/wp-content\/uploads\/2025\/08\/Langer_Figure2NEW_page-0001-e1755016599936-416x292.jpg 416w, https:\/\/industry-science.com\/wp-content\/uploads\/2025\/08\/Langer_Figure2NEW_page-0001-e1755016599936-510x358.jpg 510w, https:\/\/industry-science.com\/wp-content\/uploads\/2025\/08\/Langer_Figure2NEW_page-0001-e1755016599936-64x45.jpg 64w, https:\/\/industry-science.com\/wp-content\/uploads\/2025\/08\/Langer_Figure2NEW_page-0001-e1755016599936.jpg 1120w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\">Figure 2: Decision-making factors of manual tugger train systems and automated guided vehicles<\/figcaption><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">The experts expressed a desire for lower acquisition costs and greater transparency regarding total implementation costs. In addition to the scaling costs per AGV, other components of implementation, including the control system, interfaces to existing systems, and infrastructure adjustments, should be reduced. For example, structural modifications to buildings and roadways could ideally be minimized by using AGVs that are less demanding or less sensitive to environmental conditions.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">To meet diverse transport requirements, a manufacturer-independent combination of different AGVs would be beneficial, ideally with greater flexibility in adjusting pick-up and delivery points. However, despite this need for flexibility, the experts still see a role for manual transport systems in the future. AGV implementation often fails due to inadequate framework conditions within companies. Achieving the required flexibility depends on a high degree of standardization and a consistent, transparent flow of information, both of which are frequently lacking. Moreover, existing infrastructure is often not designed for automation, and the necessary process adjustments can be complex, requiring stable workflows. As a result, AGV implementation tends to be more successful when planned for new sites or processes rather than when retrofitting existing structures.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Despite these challenges, automation is becoming increasingly necessary due to external factors such as demographic change and rising labor costs. The real weakness lies less in the flexibility of AGVs and more in the lack of standardization within companies.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Current trends and conclusions<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">In terms of costs, it should be noted that technological progress and increasing competition among suppliers are continuously driving down the prices of AGVs [7]. Advancements in technology are also expanding AGV functionality toward autonomous mobile robots (AMRs), which can independently perceive their environment and react flexibly to changes, for example, by avoiding obstacles. This makes them particularly suitable for dynamic environments and reduces the need for infrastructure modifications compared to classic AGVs, which depend on fixed routes.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">However, AMRs are not necessary for all applications and are not yet widely used in industry, as automated vehicles with fixed routes are often sufficient for standardized processes. The development of manufacturer-independent communication hubs based on the VDA 5050 communication standard [8] is expected to enable interoperability between different AGV and AMR systems in the future.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Increased performance through advancements in AI-based autonomy, whose capabilities are growing exponentially (AI performance doubles approximately every seven months [9]), is expected to rapidly enhance the flexibility of transport systems. The first advanced AMRs equipped with AI-supported flexible gripping systems are already available. These allow adaptation to a variety of small load carriers and enable reliable handling in complex situations, such as the final meters of transport to and from flow-through racks at workstations [10].<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">This increase in flexibility, combined with lower logistics and implementation costs, is expected to gradually shift application scenarios that are currently dominated by manual route trains toward automated individual transport using AMRs.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Against this backdrop, several perspectives for future research emerge. Hybrid system solutions and corresponding evaluation approaches for investment decisions, as well as the organizational and infrastructural prerequisites for successful AGV implementation, represent promising avenues for further investigation.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><em>This article was written as part of a collaboration between industrial companies, management consultancies, and the Cologne University of Applied Sciences. The research project entitled \u201cQualitative reasons for tugger train systems in logistics\u201d by students Anna Pauline Baumann, Lena Danckwart, Sarah Sophia Eberle, Julia Racz, and Julia Zeppenfeld in the MS program Supply Chain and Operations Management served as an operational focus. We would like to express our sincere thanks to the experts interviewed for their support and commitment to this topic.<\/em><\/p>\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. 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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\/serious-games-as-a-training-tool\/\">\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\/Lange_AdobeStock_734724963_alexkich-640x325.webp\">\n               <source media=\"(min-width:641px)\" srcset=\"https:\/\/industry-science.com\/wp-content\/uploads\/2026\/04\/Lange_AdobeStock_734724963_alexkich-196x180.webp\">\n               <img decoding=\"async\" class=\"gito-pub-frontend-post-card-image\" src=\"https:\/\/industry-science.com\/wp-content\/uploads\/2026\/04\/Lange_AdobeStock_734724963_alexkich-196x180.webp\" alt=\"Serious Games as a Training Tool\">\n            <\/picture>\n         <\/div>\n            <div class=\"gito-pub-frontend-post-card-column\">               <div class=\"ellipsis\" style=\"height:166px !important;overflow:hidden;\" title=\"Serious Games as a Training Tool\">                  <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 Games as a Training Tool<\/h4>\n                        <div class=\"gito-pub-frontend-post-card-subtitle\">Game mechanics design to promote resilience<\/div>                        <div class=\"gito-pub-frontend-post-card-author\"><a href=\"\/authors\/annika-lange\/\">Annika Lange<\/a> <a href=\"https:\/\/orcid.org\/0000-0002-4514-9306\" 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\/thomas-knothe\/\">Thomas Knothe<\/a> <a href=\"https:\/\/orcid.org\/0000-0002-3055-7155\" 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\/serious-games-as-a-training-tool\/\" 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>Unforeseen events are increasingly challenging manufacturing companies. Being resilient during crises is becoming a key competence. Serious games (SG) can help make resilience-building processes more transparent. This article derives specific requirements for SG from different phases of resilience and shows how these can be implemented in game mechanics in order to effectively support the training of resilience.                  <\/div>\n               <\/div>\n               <div class=\"gito-pub-frontend-post-card-scientific\"><strong>Industry 4.0 Science<\/strong> | Volume 42 | 2026 | Edition 2 | Pages 98-104<\/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\/from-brownfield-to-industry-4-0\/\">\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\/voelker-640x325.jpg\">\n               <source media=\"(min-width:641px)\" srcset=\"https:\/\/industry-science.com\/wp-content\/uploads\/2026\/04\/voelker-196x180.jpg\">\n               <img decoding=\"async\" class=\"gito-pub-frontend-post-card-image\" src=\"https:\/\/industry-science.com\/wp-content\/uploads\/2026\/04\/voelker-196x180.jpg\" alt=\"From Brownfield to Industry 4.0\">\n            <\/picture>\n         <\/div>\n            <div class=\"gito-pub-frontend-post-card-column\">               <div class=\"ellipsis\" style=\"height:166px !important;overflow:hidden;\" title=\"From Brownfield to Industry 4.0\">                  <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;\">From Brownfield to Industry 4.0<\/h4>\n                        <div class=\"gito-pub-frontend-post-card-subtitle\">Learning factories as training and testing environment for digital transformation<\/div>                        <div class=\"gito-pub-frontend-post-card-author\"><a href=\"\/authors\/jakob-weber\/\">Jakob Weber<\/a>, <a href=\"\/authors\/sven-voelker\/\">Sven V\u00f6lker<\/a> <a href=\"https:\/\/orcid.org\/0009-0000-9707-1478\" 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\/from-brownfield-to-industry-4-0\/\" 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>To succeed in their digital transformation, manufacturing companies need engineers with in-depth knowledge of key technologies and concepts, and a profound understanding of the transition from Industry 3.0 to Industry 4.0. This article describes the concept of a learning factory that is continuously subjected to a digital transformation, thereby creating an environment for the development of transformation competencies. The concept of digital transformation is based on digital worker assistance systems and multi-agent systems for production control. These enable the incremental integration of existing resources into the digitalized factory. The learning factory is not presented to students as a completed solution. Instead, it is continuously developed further as part of student projects. This way, it contributes directly to the qualification of personnel for the implementation of Industry 4.0.                  <\/div>\n               <\/div>\n               <div class=\"gito-pub-frontend-post-card-scientific\"><strong>Industry 4.0 Science<\/strong> | Volume 42 | 2026 | Edition 2 | Pages 88-96<\/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\/ai-colleagues\/\">\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\/Franken_titel-640x325.jpg\">\n               <source media=\"(min-width:641px)\" srcset=\"https:\/\/industry-science.com\/wp-content\/uploads\/2026\/04\/Franken_titel-196x180.jpg\">\n               <img decoding=\"async\" class=\"gito-pub-frontend-post-card-image\" src=\"https:\/\/industry-science.com\/wp-content\/uploads\/2026\/04\/Franken_titel-196x180.jpg\" alt=\"AI Colleagues?\">\n            <\/picture>\n         <\/div>\n            <div class=\"gito-pub-frontend-post-card-column\">               <div class=\"ellipsis\" style=\"height:166px !important;overflow:hidden;\" title=\"AI Colleagues?\">                  <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;\">AI Colleagues?<\/h4>\n                        <div class=\"gito-pub-frontend-post-card-subtitle\">Competence requirements and training for AI use in industry<\/div>                        <div class=\"gito-pub-frontend-post-card-author\"><a href=\"\/authors\/swetlana-franken-en\/\">Swetlana Franken<\/a> <a href=\"https:\/\/orcid.org\/0000-0002-9991-3015\" 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\/ai-colleagues\/\" 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>Artificial intelligence is fundamentally changing tasks, roles, and skills in (industrial) companies. Increasingly, it acts as a colleague, preparing decisions, supporting processes, and interacting with people. This article highlights key competence requirements for AI use in industry, presents an integrated competence model, and outlines practical strategies for the transfer of skills. The aim is to prepare companies and employees for humane, competence-oriented AI implementation that combines technological efficiency with human creativity and judgment.                  <\/div>\n               <\/div>\n               <div class=\"gito-pub-frontend-post-card-scientific\"><strong>Industry 4.0 Science<\/strong> | Volume 42 | 2026 | Edition 2 | Pages 78-86<\/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\/tachaid-ethical-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_629687249_everythingpossible-640x325.jpg\">\n               <source media=\"(min-width:641px)\" srcset=\"https:\/\/industry-science.com\/wp-content\/uploads\/2026\/02\/Rath_AdobeStock_629687249_everythingpossible-196x180.jpg\">\n               <img decoding=\"async\" class=\"gito-pub-frontend-post-card-image\" src=\"https:\/\/industry-science.com\/wp-content\/uploads\/2026\/02\/Rath_AdobeStock_629687249_everythingpossible-196x180.jpg\" alt=\"Operationalizing Ethical AI with tachAId\">\n            <\/picture>\n         <\/div>\n            <div class=\"gito-pub-frontend-post-card-column\">               <div class=\"ellipsis\" style=\"height:166px !important;overflow:hidden;\" title=\"Operationalizing Ethical AI with tachAId\">                  <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;\">Operationalizing Ethical AI with tachAId<\/h4>\n                        <div class=\"gito-pub-frontend-post-card-subtitle\">Validating an interactive advisory tool in two manufacturing use cases<\/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\/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                     Integrating artificial intelligence (AI) into workplace processes promises significant efficiency gains, yet organizations face numerous ethical challenges that stakeholders are often initially unaware of\u2014from opacity in decision-making to algorithmic bias and premature automation risks. This paper presents the design and validation of tachAId, an interactive advisory tool aimed at embedding human-centered ethical considerations into the development of AI solutions. It reports on a validation study conducted across two distinct industrial AI applications with varying AI maturity. tachAId successfully directs attention to critical ethical considerations across the AI solution lifecycle that might be overlooked in technically-focused development. However, the findings also reveal a central tension: while effective in raising awareness, the tool\u2019s non-linear design creates significant usability challenges, indicating a user preference for more structured, linear guidance, especially ...                  <\/div>\n               <\/div>\n               <div class=\"gito-pub-frontend-post-card-scientific\"><strong>Industry 4.0 Science<\/strong> | Volume 42 | 2026 | Edition 1 | Pages 50-59 | DOI <a style=\"font-weight:bold !important;\" href=\"https:\/\/doi.org\/10.30844\/I4SE.26.1.48\" target=\"_blank\" rel=\"noopener\">10.30844\/I4SE.26.1.48<\/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\/ai-industrial-quality-control\/\">\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\/01\/Uenal_AdobeStock_1653851064_Stock-640x325.webp\">\n               <source media=\"(min-width:641px)\" srcset=\"https:\/\/industry-science.com\/wp-content\/uploads\/2026\/01\/Uenal_AdobeStock_1653851064_Stock-196x180.webp\">\n               <img decoding=\"async\" class=\"gito-pub-frontend-post-card-image\" src=\"https:\/\/industry-science.com\/wp-content\/uploads\/2026\/01\/Uenal_AdobeStock_1653851064_Stock-196x180.webp\" alt=\"AI Implementation in Industrial Quality Control\">\n            <\/picture>\n         <\/div>\n            <div class=\"gito-pub-frontend-post-card-column\">               <div class=\"ellipsis\" style=\"height:166px !important;overflow:hidden;\" title=\"AI Implementation in Industrial Quality Control\">                  <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;\">AI Implementation in Industrial Quality Control<\/h4>\n                        <div class=\"gito-pub-frontend-post-card-subtitle\">A design science approach bridging technical and human factors<\/div>                        <div class=\"gito-pub-frontend-post-card-author\"><a href=\"\/authors\/erdi-unal\/\">Erdi \u00dcnal<\/a> <a href=\"https:\/\/orcid.org\/0009-0007-2809-030X\" 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\/kathrin-nauth\/\">Kathrin Nauth<\/a> <a href=\"https:\/\/orcid.org\/0009-0007-3457-102X\" 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\/pavlos-rath-manakidis\/\">Pavlos Rath-Manakidis<\/a>, <a href=\"\/authors\/jens-poeppelbuss\/\">Jens P\u00f6ppelbu\u00df<\/a> <a href=\"https:\/\/orcid.org\/0000-0003-4960-7818\" 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\/felix-hoenig\/\">Felix Hoenig<\/a>, <a href=\"\/authors\/christian-meske\/\">Christian Meske<\/a> <a href=\"https:\/\/orcid.org\/0000-0001-5637-9433\" 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                     Artificial intelligence (AI) offers significant potential to enhance industrial quality control, yet successful implementation requires careful consideration of ethical and human factors. This article examines how automated surface inspection systems can be deployed to augment human capabilities while ensuring ethical integration into workflows. Through design science research, twelve stakeholders from six organizations across three continents are interviewed and twelve sociotechnical design requirements are derived. These are organized into pre-implementation and implementation\/operation phases, addressing human agency, employee participation, and responsible knowledge management. Key findings include the critical importance of meaningful employee participation during pre-implementation, and maintaining human agency through experiential learning, building on existing expertise. This research contributes to ethical AI workplace implementation by providing guidelines that preserve human ...                  <\/div>\n               <\/div>\n               <div class=\"gito-pub-frontend-post-card-scientific\"><strong>Industry 4.0 Science<\/strong> | Volume 42 | 2026 | Edition 1 | Pages 120-127 | DOI <a style=\"font-weight:bold !important;\" href=\"https:\/\/doi.org\/10.30844\/I4SE.26.1.112\" target=\"_blank\" rel=\"noopener\">10.30844\/I4SE.26.1.112<\/a><\/div>            <\/div>\n         <\/div>\n      <\/a>\n   <\/div>\n<\/div>\n<!-- GITO_PUB_POST end flex-container -->\n","protected":false},"excerpt":{"rendered":"<p>The ongoing automation of production logistics through driverless transport systems (DTS) can significantly enhance the efficiency and quality of transport processes. Despite these advantages, many companies still choose manual tugger train systems for material supply. Semi-structured interviews with industry experts provide insight into the reasons behind these decisions, with particular emphasis factors that extend beyond purely economic assessment. The findings indicate that the lack of flexibility of driverless transport systems and the effort required for implementation effort are key reasons why manual transport solutions are often preferred in intralogistics.<\/p>\n","protected":false},"featured_media":110085,"menu_order":0,"template":"","categories":[79167,79168,79298],"tags":[84527,80287,84525,84524,69026,75661],"product_cat":[3300],"topic":[68206,79371],"technology":[],"knowhow":[],"industry":[],"writer":[84392,81041,84391,83454],"content-type":[],"potential":[],"solution":[],"glossary":[],"class_list":["post-110079","article","type-article","status-publish","has-post-thumbnail","category-design-en","category-translate-en","category-typeset","tag-agvs","tag-automation-en","tag-decision-factors","tag-material-handling","tag-production-logistics","tag-tugger-train","product_cat-article","topic-industry-4-0","topic-logistics","writer-bonita-grzechca","writer-christoph-s-zoller-en","writer-justus-langer","writer-wladimir-rempel-en","product","first","instock","downloadable","virtual","sold-individually","taxable","purchasable","product-type-article"],"uagb_featured_image_src":{"full":["https:\/\/industry-science.com\/wp-content\/uploads\/2025\/08\/Zoller_en.jpg",1400,788,false],"thumbnail":["https:\/\/industry-science.com\/wp-content\/uploads\/2025\/08\/Zoller_en-150x150.jpg",150,150,true],"medium":["https:\/\/industry-science.com\/wp-content\/uploads\/2025\/08\/Zoller_en-666x375.jpg",666,375,true],"medium_large":["https:\/\/industry-science.com\/wp-content\/uploads\/2025\/08\/Zoller_en-768x432.jpg",768,432,true],"large":["https:\/\/industry-science.com\/wp-content\/uploads\/2025\/08\/Zoller_en-1024x576.jpg",1020,574,true],"front-page-entry":["https:\/\/industry-science.com\/wp-content\/uploads\/2025\/08\/Zoller_en-1032x320.jpg",1032,320,true],"post-entry":["https:\/\/industry-science.com\/wp-content\/uploads\/2025\/08\/Zoller_en-764x376.jpg",764,376,true],"post-teaser":["https:\/\/industry-science.com\/wp-content\/uploads\/2025\/08\/Zoller_en-392x320.jpg",392,320,true],"post-teaser-mobile":["https:\/\/industry-science.com\/wp-content\/uploads\/2025\/08\/Zoller_en-608x496.jpg",608,496,true],"post-custom-size":["https:\/\/industry-science.com\/wp-content\/uploads\/2025\/08\/Zoller_en-640x325.jpg",640,325,true],"whitepaper-teaser":["https:\/\/industry-science.com\/wp-content\/uploads\/2025\/08\/Zoller_en-274x376.jpg",274,376,true],"card-big":["https:\/\/industry-science.com\/wp-content\/uploads\/2025\/08\/Zoller_en-514x292.jpg",514,292,true],"card-portrait":["https:\/\/industry-science.com\/wp-content\/uploads\/2025\/08\/Zoller_en-320x440.jpg",320,440,true],"card-big-company":["https:\/\/industry-science.com\/wp-content\/uploads\/2025\/08\/Zoller_en-514x289.jpg",514,289,true],"gp-listing":["https:\/\/industry-science.com\/wp-content\/uploads\/2025\/08\/Zoller_en-196x180.jpg",196,180,true],"1536x1536":["https:\/\/industry-science.com\/wp-content\/uploads\/2025\/08\/Zoller_en.jpg",1400,788,false],"2048x2048":["https:\/\/industry-science.com\/wp-content\/uploads\/2025\/08\/Zoller_en.jpg",1400,788,false],"woocommerce_thumbnail":["https:\/\/industry-science.com\/wp-content\/uploads\/2025\/08\/Zoller_en-510x510.jpg",510,510,true],"woocommerce_single":["https:\/\/industry-science.com\/wp-content\/uploads\/2025\/08\/Zoller_en-510x287.jpg",510,287,true],"woocommerce_gallery_thumbnail":["https:\/\/industry-science.com\/wp-content\/uploads\/2025\/08\/Zoller_en-100x100.jpg",100,100,true],"dgwt-wcas-product-suggestion":["https:\/\/industry-science.com\/wp-content\/uploads\/2025\/08\/Zoller_en-64x36.jpg",64,36,true]},"uagb_author_info":{"display_name":"Malou Baumann","author_link":"https:\/\/industry-science.com\/en\/author\/"},"uagb_comment_info":0,"uagb_excerpt":"The ongoing automation of production logistics through driverless transport systems (DTS) can significantly enhance the efficiency and quality of transport processes. Despite these advantages, many companies still choose manual tugger train systems for material supply. Semi-structured interviews with industry experts provide insight into the reasons behind these decisions, with particular emphasis factors that extend beyond&hellip;","_links":{"self":[{"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/article\/110079","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\/110085"}],"wp:attachment":[{"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/media?parent=110079"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/categories?post=110079"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/tags?post=110079"},{"taxonomy":"product_cat","embeddable":true,"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/product_cat?post=110079"},{"taxonomy":"topic","embeddable":true,"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/topic?post=110079"},{"taxonomy":"technology","embeddable":true,"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/technology?post=110079"},{"taxonomy":"knowhow","embeddable":true,"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/knowhow?post=110079"},{"taxonomy":"industry","embeddable":true,"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/industry?post=110079"},{"taxonomy":"writer","embeddable":true,"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/writer?post=110079"},{"taxonomy":"content-type","embeddable":true,"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/content-type?post=110079"},{"taxonomy":"potential","embeddable":true,"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/potential?post=110079"},{"taxonomy":"solution","embeddable":true,"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/solution?post=110079"},{"taxonomy":"glossary","embeddable":true,"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/glossary?post=110079"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}