{"id":107578,"date":"2023-02-15T12:00:00","date_gmt":"2023-02-15T12:00:00","guid":{"rendered":"https:\/\/industry-science.com\/?post_type=article&#038;p=107578"},"modified":"2025-02-05T16:51:29","modified_gmt":"2025-02-05T15:51:29","slug":"application-system-architectures","status":"publish","type":"article","link":"https:\/\/industry-science.com\/en\/articles\/application-system-architectures\/","title":{"rendered":"Determining Sustainable Application System Architectures"},"content":{"rendered":"\n<p class=\"wp-block-paragraph\">Quick and efficient adaptation ensures a company&#8217;s success, especially in the event of sudden changes in the corporate world. Companies must thus strive to create a versatile enterprise architecture in which business processes, application system architecture and application landscape are closely linked to one another.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">In practice, it can be observed that older systems in particular usually have insufficient adaptability, i.e. changed business processes can only be mapped incompletely and not efficiently. Therefore, the question of the long-term adaptability of ERP systems, for example, is of central importance [1].<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">From a systems theory perspective, adaptability represents the ability of a system to adapt itself efficiently and quickly to changing requirements and to develop patterns of action for this adaptation [2, 3]. <\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Criteria of adaptability <\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">The adaptability of application systems can be determined based on two dimensions [4], the first of which considers adaptability as a technical (system-based) characteristic that indicates the inherent potential of an application system to handle changing requirements. This is determined using criteria. <\/p>\n\n\n\n<p class=\"wp-block-paragraph\">This article takes the indicators of scalability, modularity, mobility and interoperability found in factory planning and reinterprets them in this context to describe the adaptability of application systems. For example, the mobility indicator is subdivided into inde\u00adpendence and availability. Consideration of auto\u00adpoietic systems contributes the additional indicators of self-organization and self-similarity. Knowledge of the system is also relevant, and is thus included in the criteria (see <strong>Fig. 1<\/strong>). <\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Scalability <\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Scalability means insensitivity to quantitative fluctuations. This indicator requires efficient adjustment both upwards and downwards to account for changing amounts of information that need to be processed. This can be achieved through both software and hardware architecture. The automatic addition and removal of resources such as storage or computing power can be used to ensure smooth system operation [6]. <\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Modularity <\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Modularity generally means structuring a system into small, semi-autonomous and clear subsystems. These subsystems represent the so-called modules. This means that individual modules can be removed with little effort, replaced by others or added to another system. Modularity therefore indicates an opportunity to efficiently combine, reuse and quickly change applications. <\/p>\n\n\n\n<figure class=\"wp-block-image size-large is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"560\" src=\"https:\/\/industry-science.com\/wp-content\/uploads\/2024\/03\/Screen-Shot-2024-03-31-at-13.28.32-1024x560.jpg\" alt=\"Criteria for the adaptability of ERP systems\" class=\"wp-image-101391\" style=\"width:830px;height:auto\" srcset=\"https:\/\/industry-science.com\/wp-content\/uploads\/2024\/03\/Screen-Shot-2024-03-31-at-13.28.32-1024x560.jpg 1024w, https:\/\/industry-science.com\/wp-content\/uploads\/2024\/03\/Screen-Shot-2024-03-31-at-13.28.32-510x279.jpg 510w, https:\/\/industry-science.com\/wp-content\/uploads\/2024\/03\/Screen-Shot-2024-03-31-at-13.28.32-64x35.jpg 64w, https:\/\/industry-science.com\/wp-content\/uploads\/2024\/03\/Screen-Shot-2024-03-31-at-13.28.32-686x375.jpg 686w, https:\/\/industry-science.com\/wp-content\/uploads\/2024\/03\/Screen-Shot-2024-03-31-at-13.28.32-768x420.jpg 768w, https:\/\/industry-science.com\/wp-content\/uploads\/2024\/03\/Screen-Shot-2024-03-31-at-13.28.32-514x281.jpg 514w, https:\/\/industry-science.com\/wp-content\/uploads\/2024\/03\/Screen-Shot-2024-03-31-at-13.28.32.jpg 1178w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\"><em>Figure 1: Criteria for the adaptability of ERP systems [5]<\/em>.<\/figcaption><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">Availability <\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">The criterion of availability stands for unlimited access to an application independent of time and place. Ideally, the system can be accessed and used with any relevant medium, regardless of time or location.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Independence <\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">A system must be able to act independently of other systems. On the one hand, this means that there are no dependencies or restrictions on the operating system or hardware (platform independence), but on the other hand, it also means that a system failure must not impact the other systems. This requirement already implies the necessity of backup strategies and redundancies for important subsystems. <\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Interoperability <\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Interoperability refers to the ability of applications to interact and work together with other systems and to perform operations or functions that span multiple systems. Regardless of the hardware, operating systems or network technology used, cooperation between these applications can take place. Interoperability allows easy access to different data and processing resources within a workflow and facilitates ease of connection between different application systems. <\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Self-organization <\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Self-organization refers to the ability of a system to use self-controlling and regulating mechanisms to determine system structure and functionality based on its own performance processes, ensuring the long-term viability of the system [3]. Self-organization of ERP systems is achieved when they are able to fully or partially determine their own internal structure or architecture. An example is the Internet, whose structure is determined solely by the number of connected servers. Based on a scant few standards, almost all tasks on the Internet are carried out decentrally. <\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Self-similarity <\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Self-similarity describes the ability of a system to merge and divide in order to continually repeat the same patterns in terms of structure or functionality on a different scale. Self-similar and self-organizing elements lead to autopoietic system behavior, which has a positive effect on the adaptability of ERP systems [6]. An advantage, for example, is that it is easier to learn how to operate application systems that rely on a recurring operating philosophy across different levels and platforms.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Knowledge <\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Knowledge facilitates adaptability. Each element of the information system architecture can possess knowledge. The human elements of the system have process and specialist knowledge, while the technical components of the system can hold knowledge, e.g. in the form of self-description skills. If desired, an interface can provide information about the formats in which it expects data to be transferred.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Determination of adaptability <\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">During the operational lifespan of an ERP system (which encompasses ten or more years), the discrepancy between the organizationally necessary and actual representation of business processes in the system often increases. Only when the disadvantages of the lack of accurate mapping of business processes become particularly burdensome will the system in use be completely replaced. This decision generally entails high investments, a long implementation phase and high reorganization costs. <\/p>\n\n\n\n<p class=\"wp-block-paragraph\">The investigation of the adaptability of application systems is based on a special architectural model (see <strong>Fig. 2<\/strong>). This model defines the individual areas of consideration in the form of layers, whose technological implementation can be evaluated using the (technical) criteria presented in the previous section. <\/p>\n\n\n\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-8f761849 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"790\" height=\"574\" src=\"https:\/\/industry-science.com\/wp-content\/uploads\/2024\/03\/Screen-Shot-2024-03-31-at-13.28.48.png\" alt=\"Architecture model for adaptable application systems\" class=\"wp-image-101393\" style=\"width:402px;height:auto\" srcset=\"https:\/\/industry-science.com\/wp-content\/uploads\/2024\/03\/Screen-Shot-2024-03-31-at-13.28.48.png 790w, https:\/\/industry-science.com\/wp-content\/uploads\/2024\/03\/Screen-Shot-2024-03-31-at-13.28.48-510x371.png 510w, https:\/\/industry-science.com\/wp-content\/uploads\/2024\/03\/Screen-Shot-2024-03-31-at-13.28.48-64x47.png 64w, https:\/\/industry-science.com\/wp-content\/uploads\/2024\/03\/Screen-Shot-2024-03-31-at-13.28.48-516x375.png 516w, https:\/\/industry-science.com\/wp-content\/uploads\/2024\/03\/Screen-Shot-2024-03-31-at-13.28.48-768x558.png 768w, https:\/\/industry-science.com\/wp-content\/uploads\/2024\/03\/Screen-Shot-2024-03-31-at-13.28.48-402x292.png 402w\" sizes=\"auto, (max-width: 790px) 100vw, 790px\" \/><figcaption class=\"wp-element-caption\"><em>Figure 2: Architecture model for adaptable application systems [1].<\/em><\/figcaption><\/figure>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<p class=\"wp-block-paragraph\">The base layer is the data storage layer, in which databases and the associated database management system are combined. Building on this is the application layer, which contains the functions of the application. The interface to the user is called the presentation layer. The architectural model for versatile ERP systems expands the established 3-layer model with a control layer that represents the modeling of business processes. This modeling is linked to the elements of the other layers, such as data and functions.<\/p>\n<\/div>\n<\/div>\n\n\n\n<p class=\"wp-block-paragraph\">If changes are made to the modeling within the control layer, these are transferred to the other elements. Below the data layer is an infrastructure layer. An adaptation layer runs vertically through all other layers and contains the adaptable elements of each layer. The customizable settings present in typical corporate application systems are assigned to the adaptation layer. The interfaces between the individual layers, which may need to be examined separately, are designated by numbers 1-9.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Based on the properties of adaptable application systems, adaptability of a system in question can be determined using a process model (see <strong>Fig. 3<\/strong>), with results in the form of a condensed key figure. <\/p>\n\n\n\n<figure class=\"wp-block-image size-large is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"567\" src=\"https:\/\/industry-science.com\/wp-content\/uploads\/2024\/03\/Screen-Shot-2024-03-31-at-13.29.08-1024x567.png\" alt=\"Process model for determining adaptability\" class=\"wp-image-101395\" style=\"width:838px;height:auto\" srcset=\"https:\/\/industry-science.com\/wp-content\/uploads\/2024\/03\/Screen-Shot-2024-03-31-at-13.29.08-1024x567.png 1024w, https:\/\/industry-science.com\/wp-content\/uploads\/2024\/03\/Screen-Shot-2024-03-31-at-13.29.08-510x283.png 510w, https:\/\/industry-science.com\/wp-content\/uploads\/2024\/03\/Screen-Shot-2024-03-31-at-13.29.08-64x35.png 64w, https:\/\/industry-science.com\/wp-content\/uploads\/2024\/03\/Screen-Shot-2024-03-31-at-13.29.08-677x375.png 677w, https:\/\/industry-science.com\/wp-content\/uploads\/2024\/03\/Screen-Shot-2024-03-31-at-13.29.08-768x426.png 768w, https:\/\/industry-science.com\/wp-content\/uploads\/2024\/03\/Screen-Shot-2024-03-31-at-13.29.08-514x285.png 514w, https:\/\/industry-science.com\/wp-content\/uploads\/2024\/03\/Screen-Shot-2024-03-31-at-13.29.08.png 1072w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\"><em>Figure 3: Process model for determining adaptability [7].<\/em><\/figcaption><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">To determine the technical adaptability, the actual application system, its architecture and functions are considered. Using a questionnaire, each layer found in the system is examined to see if it meets the criteria, and is allotted a point value based on this. The quality of the adaptation layer in each individual layer of the reference model is queried using this questionnaire. For example, scalability of the data layer is assessed, among other things, by the question \u201cCan the database size adjust automatically?\u201d<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">When determining business-specific adaptability, we measure how the system implements changes in the business process or whether it is possible to change the configuration of the system while in operation. Business-specific adaptability is determined with the help of industry-specific use cases (see <strong>Fig. 4<\/strong>). So-called reorganization types are used. For each type of reorganization, there are questions that need to be answered on a multi-level scale. Every company-specific change can be assigned to one or more reorganization types, meaning that all changes can be mapped using four basic types [6]. <\/p>\n\n\n\n<p class=\"wp-block-paragraph\">The first reorganization approach covers restructuring approaches that require subsystem formation, i.e. the assignment or splitting of task processing into individual, autonomous subsystems. <\/p>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"1020\" height=\"588\" src=\"https:\/\/industry-science.com\/wp-content\/uploads\/2024\/03\/Screen-Shot-2024-03-31-at-13.29.20.png\" alt=\"Scenarios for business-specific adaptability\" class=\"wp-image-101397\" style=\"width:719px;height:auto\" srcset=\"https:\/\/industry-science.com\/wp-content\/uploads\/2024\/03\/Screen-Shot-2024-03-31-at-13.29.20.png 1020w, https:\/\/industry-science.com\/wp-content\/uploads\/2024\/03\/Screen-Shot-2024-03-31-at-13.29.20-510x294.png 510w, https:\/\/industry-science.com\/wp-content\/uploads\/2024\/03\/Screen-Shot-2024-03-31-at-13.29.20-64x37.png 64w, https:\/\/industry-science.com\/wp-content\/uploads\/2024\/03\/Screen-Shot-2024-03-31-at-13.29.20-651x375.png 651w, https:\/\/industry-science.com\/wp-content\/uploads\/2024\/03\/Screen-Shot-2024-03-31-at-13.29.20-768x443.png 768w, https:\/\/industry-science.com\/wp-content\/uploads\/2024\/03\/Screen-Shot-2024-03-31-at-13.29.20-507x292.png 507w\" sizes=\"auto, (max-width: 1020px) 100vw, 1020px\" \/><figcaption class=\"wp-element-caption\"><em>Figure 4: Scenarios for business-specific adaptability.<\/em><\/figcaption><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">The second reorganization approach restructures the processes themselves. The way business processes are handled is aligned or adapted to accompany the supply chain. Continuous reorganization is a third reorganization approach that looks at the company over time and includes both the formation of subsystems and the alignment of processes with the supply chain. <\/p>\n\n\n\n<p class=\"wp-block-paragraph\">The fourth approach involves the dissolution of system boundaries, in which the supply chain e.g. is expanded beyond the bounds of the company and thus requires collaboration with other systems [6]. <\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Application at an automotive supplier <\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">In order to assess the future viability of the application systems of an international automotive supplier, their technical and business-specific adaptability was evaluated (see <strong>Fig. 5<\/strong>). The supplier\u2019s ERP, MES, BI, HR, Office, QM, Quality Planning, EDI, email software and databases were all considered. The aim of this assessment was to check whether sustainable use of the systems is possible against the background of changing market requirements or whether individual systems need to be replaced.<\/p>\n\n\n\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-8f761849 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"534\" height=\"492\" src=\"https:\/\/industry-science.com\/wp-content\/uploads\/2024\/03\/Screen-Shot-2024-03-31-at-13.29.32.png\" alt=\"Integrated future viability analysis of the application systems\" class=\"wp-image-101399\" style=\"width:432px;height:auto\" srcset=\"https:\/\/industry-science.com\/wp-content\/uploads\/2024\/03\/Screen-Shot-2024-03-31-at-13.29.32.png 534w, https:\/\/industry-science.com\/wp-content\/uploads\/2024\/03\/Screen-Shot-2024-03-31-at-13.29.32-510x470.png 510w, https:\/\/industry-science.com\/wp-content\/uploads\/2024\/03\/Screen-Shot-2024-03-31-at-13.29.32-64x59.png 64w, https:\/\/industry-science.com\/wp-content\/uploads\/2024\/03\/Screen-Shot-2024-03-31-at-13.29.32-407x375.png 407w, https:\/\/industry-science.com\/wp-content\/uploads\/2024\/03\/Screen-Shot-2024-03-31-at-13.29.32-317x292.png 317w, https:\/\/industry-science.com\/wp-content\/uploads\/2024\/03\/Screen-Shot-2024-03-31-at-13.29.32-196x180.png 196w\" sizes=\"auto, (max-width: 534px) 100vw, 534px\" \/><figcaption class=\"wp-element-caption\"><em>Figure 5: Integrated future viability analysis of the application systems.<\/em><\/figcaption><\/figure>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<p class=\"wp-block-paragraph\">The result in <strong>Figure 5<\/strong> demonstrate that most of the application systems used were assessed as sufficiently technically and functionally advanced. Systems in the technically advanced area are technically very versatile, but this is offset by a low adaptability to changes in business processes. One reason for this may be a limited form of the control layer. Systems in the functionally advanced area are characterized not only by their technical versatility, but also by their ability to adapt in functionality. It can also be seen that some systems are in the average range. These should be viewed as sufficiently adaptable, both on technical and business-specific level, but nothing more. The area of future viability stands for a very high level of both dimensions and represents the ideal target area for companies whose processes are very dynamic. <\/p>\n<\/div>\n<\/div>\n\n\n\n<p class=\"wp-block-paragraph\">Systems are classified here that have a high degree of adaptability in both dimensions. In the present use case, the email system and corresponding database solution are at the lower end of acceptable in terms of business-specific versatility. Overall, it can be seen that all of the systems evaluated have some potential for expansion in terms of business-specific adaptability, but most of them are sufficiently technically advanced.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><em>This article was written as part of the Junior Research Group ProMUT \u201cSustainability Management 4.0 &#8211; Transformative Potential of Digitally Networked Manufacturing for People, Environment and Technology\u201d (Reference number 01UU1705B), which is funded by the German Federal Ministry of Education and Research as part of the \u201cSocial-Ecological Research\u201d funding initiative. <\/em><\/p>\n<hr><div class=\"gito-pub-content-bibliography\"><h2>Bibliography <\/h2>[1] Gronau, N.; L\u00e4mmer, A.; Andresen, K.: Entwicklung wandlungsf\u00e4higer Auftragsabwicklungssysteme. In: Gronau, N.; L\u00e4mmer, A.; Andresen, K. (ed): Wandlungsf\u00e4hige ERP-Systeme, 2nd Edition. Berlin 2007.\r<br>[2] Weber, E.: Erarbeitung einer Methodik der Wandlungsf\u00e4higkeit. Berlin 2015.\r<br>[3] Ullrich, A.: Eigenschaften wandlungsf\u00e4higer Systeme \u2013 Erarbeitung eines Indikatorsystems. Berlin 2018. Dissertation. DOI:10.30844\/ullrich-a_2018.\r<br>[4] Andresen, K.; Gronau, N.: An Approach to Increase Adaptability in ERP Systems. In (Mehdi KhosrowPour Hrsg.): Managing Modern Organizations with Information Technology: Proceedings of the 2005 Information Resources Management Association International Conference. San Diego, CA, USA (May 15, 2005). Idea Group Publishing 2005, p. 883.\r<br>[5] Gronau, N.: Enterprise Resource Planning. Architektur, Funktionen und Management von ERP-Systemen. 3rd Edition. M\u00fcnchen 2014\r<br>[6] Gronau, N.: Wandlungsf\u00e4hige Informationssystemarchitekturen \u2013 Nachhaltigkeit bei organisatorischem Wandel. 2nd Edition. Berlin 2006.\r<br>[7] Andresen, K.; L\u00e4mmer, A.; Gronau, N.: Vorgehensmodell zur Ermittlung der Wandlungsf\u00e4higkeit von ERP-Systemen. In: F. Lehner, H. N\u00f6sekabel, P. Kleinschmidt (ed): Multikonferenz Wirtschaftsinformatik. Berlin 2006<\/div><div id=\"download-section\" class=\"gito-pub-download-section\" style=\"text-align:center;margin:20px;\"><h2>Your downloads<\/h2><button style=\"font-size:14px;margin-right:15px;\" class=\"button gito-pub-cpt-download-button\" data-postid=\"107578\" data-userid =\"0\" data-filename=\"I4S_01-2023_Ullrich.pdf\"><span style=\"margin-top:5px !important;\" class=\"dashicons dashicons-download\"><\/span>&nbsp;&nbsp;PDF<\/button><\/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\/data-management-en\/\">data management<\/a><\/span> <span class=\"gito-pub-tag-element\"><a href=\"\/tag\/eam\/\">EAM<\/a><\/span> <span class=\"gito-pub-tag-element\"><a href=\"\/tag\/enterprise-architecture-management\/\">Enterprise Architecture Management<\/a><\/span> <span class=\"gito-pub-tag-element\"><a href=\"\/tag\/it-landscape\/\">IT landscape<\/a><\/span> <span class=\"gito-pub-tag-element\"><a href=\"\/tag\/it-system-landscape\/\">IT system landscape<\/a><\/span> <span class=\"gito-pub-tag-element\"><a href=\"\/tag\/transferability-of-ai-solutions\/\">transferability of AI solutions<\/a><\/span> <span class=\"gito-pub-tag-element\"><a href=\"\/tag\/transferable-ai\/\">transferable AI<\/a><\/span> <span class=\"gito-pub-tag-element\"><a href=\"\/tag\/transferable-ai-solutions\/\">transferable AI solutions<\/a><\/span> <\/div><div><div class=\"social-icons share-icons share-row relative\" ><a href=\"whatsapp:\/\/send?text=Determining%20Sustainable%20Application%20System%20Architectures - https:\/\/industry-science.com\/en\/articles\/application-system-architectures\/\" 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\/application-system-architectures\/\" 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\/human-models-optimized-assembly\/\">\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\/05\/Brockmann_AdobeStock_1505788468_vegefox.com_-640x325.webp\">\n               <source media=\"(min-width:641px)\" srcset=\"https:\/\/industry-science.com\/wp-content\/uploads\/2026\/05\/Brockmann_AdobeStock_1505788468_vegefox.com_-196x180.webp\">\n               <img decoding=\"async\" class=\"gito-pub-frontend-post-card-image\" src=\"https:\/\/industry-science.com\/wp-content\/uploads\/2026\/05\/Brockmann_AdobeStock_1505788468_vegefox.com_-196x180.webp\" alt=\"Optimized Manual Processes in Automotive Production\">\n            <\/picture>\n         <\/div>\n            <div class=\"gito-pub-frontend-post-card-column\">               <div class=\"ellipsis\" style=\"height:166px !important;overflow:hidden;\" title=\"Optimized Manual Processes in Automotive Production\">                  <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;\">Optimized Manual Processes in Automotive Production<\/h4>\n                        <div class=\"gito-pub-frontend-post-card-subtitle\">A module-based approach for the efficient creation of work system simulations<\/div>                        <div class=\"gito-pub-frontend-post-card-author\"><a href=\"https:\/\/industry-science.com\/en\/authors\/barbara-brockmann\/\">Barbara Brockmann<\/a>, <a href=\"https:\/\/industry-science.com\/en\/authors\/tobias-jurk\/\">Tobias Jurk<\/a>, <a href=\"https:\/\/industry-science.com\/en\/authors\/beate-stoffels\/\">Beate Stoffels<\/a>, <a href=\"https:\/\/industry-science.com\/en\/authors\/jochen-deuse-en\/\">Jochen Deuse<\/a> <a href=\"https:\/\/orcid.org\/0000-0003-4066-4357\" 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\/human-models-optimized-assembly\/\" 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>In the manufacturing industry, the integration of digital human models into the product development and manufacturing process is becoming increasingly important. Particularly in assembly, which is characterized by a high proportion of manual tasks, motion simulations enable a realistic representation of human work and thus make a significant contribution to the evaluation of motion economy, process validation, and efficiency improvement. However, widespread application in production planning faces various challenges, such as the high initial effort required to create human simulations as well as volatile planning conditions. This article presents a practice-oriented solution from the automotive assembly sector that enables the creation of simulations with reduced effort as well as their early and consistent use in the planning process.                  <\/div>\n               <\/div>\n               <div class=\"gito-pub-frontend-post-card-scientific\"><strong>Industry 4.0 Science<\/strong> | Volume 42 | 2026 | Edition 3 | Pages 48-55<\/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-lubrication-thread-forming\/\">\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\/05\/Donhauser_AdobeStock_1969238171_Gorodenkoff-640x325.webp\">\n               <source media=\"(min-width:641px)\" srcset=\"https:\/\/industry-science.com\/wp-content\/uploads\/2026\/05\/Donhauser_AdobeStock_1969238171_Gorodenkoff-196x180.webp\">\n               <img decoding=\"async\" class=\"gito-pub-frontend-post-card-image\" src=\"https:\/\/industry-science.com\/wp-content\/uploads\/2026\/05\/Donhauser_AdobeStock_1969238171_Gorodenkoff-196x180.webp\" alt=\"AI-Powered Lubrication Strategies for Thread Forming\">\n            <\/picture>\n         <\/div>\n            <div class=\"gito-pub-frontend-post-card-column\">               <div class=\"ellipsis\" style=\"height:166px !important;overflow:hidden;\" title=\"AI-Powered Lubrication Strategies for Thread Forming\">                  <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-Powered Lubrication Strategies for Thread Forming<\/h4>\n                        <div class=\"gito-pub-frontend-post-card-subtitle\">Adaptive spray jet control to increase process reliability and tool life<\/div>                        <div class=\"gito-pub-frontend-post-card-author\"><a href=\"https:\/\/industry-science.com\/en\/authors\/reinhard-schmied\/\">Reinhard Schmied<\/a>, <a href=\"https:\/\/industry-science.com\/en\/authors\/marco-susic\/\">Marco Susic<\/a>, <a href=\"https:\/\/industry-science.com\/en\/authors\/christian-donhauser\/\">Christian Donhauser<\/a> <a href=\"https:\/\/orcid.org\/0009-0009-0366-1828\" 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-lubrication-thread-forming\/\" 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>Thread forming requires precise lubricant application because high contact pressures and process temperatures strongly influence tool loading, friction, and process stability. Although minimum quantity lubrication (MQL) systems are widely used, current spray-based approaches can still suffer from spray losses, insufficient wetting of the thread grooves, and unstable droplet transport. This article presents a concept for adaptive precision lubrication in thread forming based on computational fluid dynamics (CFD)-supported flow analysis, experimental validation, and artificial intelligence (AI)-assisted optimization. The focus is on droplet size, spray jet geometry, nozzle position, ambient flow conditions, and their influence on wetting intensity. Preliminary simulation-based investigations indicate that data-driven optimization can help identify wetting deficiencies and support the development of future control strategies for resource-efficient lubricant application.                  <\/div>\n               <\/div>\n               <div class=\"gito-pub-frontend-post-card-scientific\"><strong>Industry 4.0 Science<\/strong> | Volume 42 | 2027 | Edition 3 | Pages 76-83<\/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\/smartbending-inline-measurement-for-process-correction\/\">\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\/06\/susic-640x325.jpg\">\n               <source media=\"(min-width:641px)\" srcset=\"https:\/\/industry-science.com\/wp-content\/uploads\/2026\/06\/susic-196x180.jpg\">\n               <img decoding=\"async\" class=\"gito-pub-frontend-post-card-image\" src=\"https:\/\/industry-science.com\/wp-content\/uploads\/2026\/06\/susic-196x180.jpg\" alt=\"SmartBending\u2014Inline Measurement for Process Correction\">\n            <\/picture>\n         <\/div>\n            <div class=\"gito-pub-frontend-post-card-column\">               <div class=\"ellipsis\" style=\"height:166px !important;overflow:hidden;\" title=\"SmartBending\u2014Inline Measurement for Process Correction\">                  <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;\">SmartBending\u2014Inline Measurement for Process Correction<\/h4>\n                        <div class=\"gito-pub-frontend-post-card-subtitle\">Inline process optimization for error compensation in swivel bending<\/div>                        <div class=\"gito-pub-frontend-post-card-author\"><a href=\"https:\/\/industry-science.com\/en\/authors\/christian-donhauser\/\">Christian Donhauser<\/a> <a href=\"https:\/\/orcid.org\/0009-0009-0366-1828\" 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=\"https:\/\/industry-science.com\/en\/authors\/reinhard-schmied\/\">Reinhard Schmied<\/a>, <a href=\"https:\/\/industry-science.com\/en\/authors\/marco-susic\/\">Marco Susic<\/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\/smartbending-inline-measurement-for-process-correction\/\" 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>Swivel bending is an established forming process that minimizes material loss and enables efficient use of resources. However, the process requires complex optimizations that have traditionally relied heavily on the expertise of machine operators. This results in significant time and material costs, as optimization steps are performed iteratively. Given the shortage of skilled workers, a technological upgrade of the machines in line with Industry 4.0 is necessary. As part of a research project, intelligent sensor technology was used to record critical influencing factors that reveal correlations between product defects and machine deformations. Based on this, a methodology was developed that forms the foundation for inline compensation, enabling the equipment to autonomously adjust process parameters to correct product defects and, in the long term, enable defect-free production from the very first component.                  <\/div>\n               <\/div>\n               <div class=\"gito-pub-frontend-post-card-scientific\"><strong>Industry 4.0 Science<\/strong> | Volume 42 | 2026 | Edition 3 | Pages 134-141<\/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\/virtual-reality-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\/05\/Kanatouri_AdobeStock_1191719948_DC-Studio-640x325.webp\">\n               <source media=\"(min-width:641px)\" srcset=\"https:\/\/industry-science.com\/wp-content\/uploads\/2026\/05\/Kanatouri_AdobeStock_1191719948_DC-Studio-196x180.webp\">\n               <img decoding=\"async\" class=\"gito-pub-frontend-post-card-image\" src=\"https:\/\/industry-science.com\/wp-content\/uploads\/2026\/05\/Kanatouri_AdobeStock_1191719948_DC-Studio-196x180.webp\" alt=\"Developing Virtual Reality in Learning Contexts\">\n            <\/picture>\n         <\/div>\n            <div class=\"gito-pub-frontend-post-card-column\">               <div class=\"ellipsis\" style=\"height:166px !important;overflow:hidden;\" title=\"Developing Virtual Reality in Learning Contexts\">                  <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;\">Developing Virtual Reality in Learning Contexts<\/h4>\n                        <div class=\"gito-pub-frontend-post-card-subtitle\">Navigating efficiency, content relevance and scalability<\/div>                        <div class=\"gito-pub-frontend-post-card-author\"><a href=\"https:\/\/industry-science.com\/en\/authors\/stella-kanatouri\/\">Stella Kanatouri<\/a> <a href=\"https:\/\/orcid.org\/0000-0002-7774-5591\" 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=\"https:\/\/industry-science.com\/en\/authors\/oliver-sosna\/\">Oliver Sosna<\/a> <a href=\"https:\/\/orcid.org\/0009-0001-5726-9575\" 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=\"https:\/\/industry-science.com\/en\/authors\/alexander-kulik\/\">Alexander Kulik<\/a>, <a href=\"https:\/\/industry-science.com\/en\/authors\/sina-c-truckenbrodt\/\">Sina C. Truckenbrodt<\/a> <a href=\"https:\/\/orcid.org\/0000-0002-6016-3747\" 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=\"https:\/\/industry-science.com\/en\/authors\/friederike-klan\/\">Friederike Klan<\/a> <a href=\"https:\/\/orcid.org\/0000-0002-1856-7334\" 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=\"https:\/\/industry-science.com\/en\/authors\/christian-erfurth\/\">Christian Erfurth<\/a> <a href=\"https:\/\/orcid.org\/0000-0003-2761-3985\" 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                     While virtual reality can facilitate hands-on learning, its development faces barriers, including high costs and time demands and scalability challenges. This article presents two case studies that illustrate strategies for overcoming such barriers when training the next generation of skilled workers in environmental technologies. By examining approaches for streamlining development and increasing content relevance and scalability, we highlight lessons learned for future practice. We conclude by envisioning a future in which educational institutions can flexibly and cost-effectively prototype virtual reality in learning contexts, ensuring alignment with curricular goals and learners\u2019 needs.                  <\/div>\n               <\/div>\n               <div class=\"gito-pub-frontend-post-card-scientific\"><strong>Industry 4.0 Science<\/strong> | Volume 42 | Edition 3 | Pages 26-34 | DOI <a style=\"font-weight:bold !important;\" href=\"https:\/\/doi.org\/10.30844\/I4SE.26.3.3\" target=\"_blank\" rel=\"noopener\">10.30844\/I4SE.26.3.3<\/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=\"https:\/\/industry-science.com\/en\/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=\"https:\/\/industry-science.com\/en\/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=\"https:\/\/industry-science.com\/en\/authors\/kerstin-bilda\/\">Kerstin Bilda<\/a>, <a href=\"https:\/\/industry-science.com\/en\/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=\"https:\/\/industry-science.com\/en\/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 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=\"https:\/\/industry-science.com\/en\/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=\"https:\/\/industry-science.com\/en\/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=\"https:\/\/industry-science.com\/en\/authors\/pavlos-rath-manakidis\/\">Pavlos Rath-Manakidis<\/a>, <a href=\"https:\/\/industry-science.com\/en\/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=\"https:\/\/industry-science.com\/en\/authors\/felix-hoenig\/\">Felix Hoenig<\/a>, <a href=\"https:\/\/industry-science.com\/en\/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 need to sometimes respond very quickly to changes requires companies to have a high degree of flexibility and speed of reaction. Application system architectures, which usually consist of old and self-developed systems, often do not allow companies to meet these requirements. However, investment funds for new software are limited, so priorities must be set when it comes to replacing legacy systems. An adaptability analysis is an efficient analysis method for planning the renewal of the application system landscape. This article describes the procedure and results of an adaptability analysis, using the example of an internationally active automotive supplier.<\/p>\n","protected":false},"featured_media":107589,"menu_order":0,"template":"","categories":[79167,79298],"tags":[80169,4723,80017,79087,78681,79090,78685,78684,79089,79088],"product_cat":[],"topic":[79333],"technology":[67596],"knowhow":[],"industry":[],"writer":[82360,80397],"content-type":[],"potential":[],"solution":[],"glossary":[],"class_list":["post-107578","article","type-article","status-publish","has-post-thumbnail","category-design-en","category-typeset","tag-ai-en","tag-artificial-intelligence","tag-data-management-en","tag-eam","tag-enterprise-architecture-management","tag-it-landscape","tag-it-system-landscape","tag-transferability-of-ai-solutions","tag-transferable-ai","tag-transferable-ai-solutions","topic-process-optimization","technology-software-en","writer-andre-ullrich-en","writer-norbert-gronau-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\/02\/AdobeStock_642058887-min.jpeg",1400,788,false],"thumbnail":["https:\/\/industry-science.com\/wp-content\/uploads\/2025\/02\/AdobeStock_642058887-min-150x150.jpeg",150,150,true],"medium":["https:\/\/industry-science.com\/wp-content\/uploads\/2025\/02\/AdobeStock_642058887-min-666x375.jpeg",666,375,true],"medium_large":["https:\/\/industry-science.com\/wp-content\/uploads\/2025\/02\/AdobeStock_642058887-min-768x432.jpeg",768,432,true],"large":["https:\/\/industry-science.com\/wp-content\/uploads\/2025\/02\/AdobeStock_642058887-min-1024x576.jpeg",1020,574,true],"front-page-entry":["https:\/\/industry-science.com\/wp-content\/uploads\/2025\/02\/AdobeStock_642058887-min-1032x320.jpeg",1032,320,true],"post-entry":["https:\/\/industry-science.com\/wp-content\/uploads\/2025\/02\/AdobeStock_642058887-min-764x376.jpeg",764,376,true],"post-teaser":["https:\/\/industry-science.com\/wp-content\/uploads\/2025\/02\/AdobeStock_642058887-min-392x320.jpeg",392,320,true],"post-teaser-mobile":["https:\/\/industry-science.com\/wp-content\/uploads\/2025\/02\/AdobeStock_642058887-min-608x496.jpeg",608,496,true],"post-custom-size":["https:\/\/industry-science.com\/wp-content\/uploads\/2025\/02\/AdobeStock_642058887-min-640x325.jpeg",640,325,true],"whitepaper-teaser":["https:\/\/industry-science.com\/wp-content\/uploads\/2025\/02\/AdobeStock_642058887-min-274x376.jpeg",274,376,true],"card-big":["https:\/\/industry-science.com\/wp-content\/uploads\/2025\/02\/AdobeStock_642058887-min-514x292.jpeg",514,292,true],"card-portrait":["https:\/\/industry-science.com\/wp-content\/uploads\/2025\/02\/AdobeStock_642058887-min-320x440.jpeg",320,440,true],"card-big-company":["https:\/\/industry-science.com\/wp-content\/uploads\/2025\/02\/AdobeStock_642058887-min-514x289.jpeg",514,289,true],"gp-listing":["https:\/\/industry-science.com\/wp-content\/uploads\/2025\/02\/AdobeStock_642058887-min-196x180.jpeg",196,180,true],"1536x1536":["https:\/\/industry-science.com\/wp-content\/uploads\/2025\/02\/AdobeStock_642058887-min.jpeg",1400,788,false],"2048x2048":["https:\/\/industry-science.com\/wp-content\/uploads\/2025\/02\/AdobeStock_642058887-min.jpeg",1400,788,false],"woocommerce_thumbnail":["https:\/\/industry-science.com\/wp-content\/uploads\/2025\/02\/AdobeStock_642058887-min-510x510.jpeg",510,510,true],"woocommerce_single":["https:\/\/industry-science.com\/wp-content\/uploads\/2025\/02\/AdobeStock_642058887-min-510x287.jpeg",510,287,true],"woocommerce_gallery_thumbnail":["https:\/\/industry-science.com\/wp-content\/uploads\/2025\/02\/AdobeStock_642058887-min-100x100.jpeg",100,100,true],"dgwt-wcas-product-suggestion":["https:\/\/industry-science.com\/wp-content\/uploads\/2025\/02\/AdobeStock_642058887-min-64x36.jpeg",64,36,true]},"uagb_author_info":{"display_name":"Florian Goldmann","author_link":"https:\/\/industry-science.com\/en\/author\/"},"uagb_comment_info":0,"uagb_excerpt":"The need to sometimes respond very quickly to changes requires companies to have a high degree of flexibility and speed of reaction. Application system architectures, which usually consist of old and self-developed systems, often do not allow companies to meet these requirements. However, investment funds for new software are limited, so priorities must be set&hellip;","_links":{"self":[{"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/article\/107578","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\/107589"}],"wp:attachment":[{"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/media?parent=107578"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/categories?post=107578"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/tags?post=107578"},{"taxonomy":"product_cat","embeddable":true,"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/product_cat?post=107578"},{"taxonomy":"topic","embeddable":true,"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/topic?post=107578"},{"taxonomy":"technology","embeddable":true,"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/technology?post=107578"},{"taxonomy":"knowhow","embeddable":true,"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/knowhow?post=107578"},{"taxonomy":"industry","embeddable":true,"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/industry?post=107578"},{"taxonomy":"writer","embeddable":true,"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/writer?post=107578"},{"taxonomy":"content-type","embeddable":true,"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/content-type?post=107578"},{"taxonomy":"potential","embeddable":true,"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/potential?post=107578"},{"taxonomy":"solution","embeddable":true,"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/solution?post=107578"},{"taxonomy":"glossary","embeddable":true,"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/glossary?post=107578"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}