{"id":107583,"date":"2023-02-15T12:00:00","date_gmt":"2023-02-15T12:00:00","guid":{"rendered":"https:\/\/industry-science.com\/?post_type=article&#038;p=107583"},"modified":"2025-02-05T16:51:45","modified_gmt":"2025-02-05T15:51:45","slug":"digital-logistics-construction","status":"publish","type":"article","link":"https:\/\/industry-science.com\/en\/articles\/digital-logistics-construction\/","title":{"rendered":"Digitalization of Logistics Processes on Construction Sites"},"content":{"rendered":"\n<p class=\"wp-block-paragraph\">The mechanical and plant engineering sector is primarily comprised of medium-sized companies characterized by a classic project-based business style [1]. Targeted project management for the on-time commissioning of customized products is facilitated by transparent project progress, which requires a valid planning database with near-real-time status reports.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">However, continuous collection of project-relevant data on logistics processes rarely takes place on construction sites today [2], even though detailed planning of logistics processes, along with assembly planning, determines a company\u2019s success [3, 4]. Instead, there is little to no status feedback during project execution [2]. Consequently, missing, analog or manually accumulated feedback leads to non-transparent project progression and results in additional costs due to delayed reaction times [5].<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">One of the challenges of mechanical and plant engineering is planning the use of equipment, as the exact whereabouts of certain items are often unknown due to transportation to and use on various construction sites. Un\u00adclear availability, lack of appropriate planning or even theft may complicate the project process be\u00adcause required equipment is either missing or can no longer be found at its original location.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">The collection of relevant data on this equipment, such as its exact location, status, planned service life, and maintenance intervals, creates the necessary transparency on the construction site in the form of a logistical digital shadow. In the context of this paper, and following [6], a digital shadow is understood as a sufficiently accurate representation of the reality of processes in manufacturing and logistics in order to develop a real-time evaluation basis of all relevant data. Thus, by means of the digital shadow, real processes are transferred into the virtual world allowing, for example, the tracking of equipment during its route to and usage on the construction site. Digital twins as a digital representation of real processes and systems [7], e.g. using simulation models, are not addressed within the scope of this paper.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">The basis for the development of a digital shadow of logistics processes is the definition and formal description of the logistics processes themselves, including their relevant Information and Communication processes (hereafter I&amp;C processes) and the information to be exchanged, providing the structure for a semantic information model. The data model is instantiated as a database in which the logistics data recorded at the construction site is stored and related to one another. This is necessary so that different areas, such as project management, can access the logistics data via the database and process it for further use according to their specific needs.<\/p>\n\n\n\n<figure class=\"wp-block-image aligncenter size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"622\" src=\"https:\/\/industry-science.com\/wp-content\/uploads\/2024\/03\/i4s-wenzel-bild1-1-1024x622.jpg\" alt=\"&quot;Transport&quot; reference process described using Business Process Model and Notation (BPMN)\" class=\"wp-image-100182\" srcset=\"https:\/\/industry-science.com\/wp-content\/uploads\/2024\/03\/i4s-wenzel-bild1-1-1024x622.jpg 1024w, https:\/\/industry-science.com\/wp-content\/uploads\/2024\/03\/i4s-wenzel-bild1-1-510x310.jpg 510w, https:\/\/industry-science.com\/wp-content\/uploads\/2024\/03\/i4s-wenzel-bild1-1-64x39.jpg 64w, https:\/\/industry-science.com\/wp-content\/uploads\/2024\/03\/i4s-wenzel-bild1-1-617x375.jpg 617w, https:\/\/industry-science.com\/wp-content\/uploads\/2024\/03\/i4s-wenzel-bild1-1-768x467.jpg 768w, https:\/\/industry-science.com\/wp-content\/uploads\/2024\/03\/i4s-wenzel-bild1-1-480x292.jpg 480w, https:\/\/industry-science.com\/wp-content\/uploads\/2024\/03\/i4s-wenzel-bild1-1.jpg 1400w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\"><em>Figure 1:\u00a0&#8220;Transport&#8221; reference process described using Business Process Model and Notation (BPMN).<\/em><\/figcaption><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">Information and communication processes within a logistics process<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">For the construction of a digital shadow of logistical processes on the construction site, the procurement and supply logistics, the construction site of the customer, the construction site and production logistics, and finally the disposal and return logistics are considered [9, 10]. Materials and equipment are typically transported to the construction site and made available at a delivery area. In addition to the assembly or installation site, construction site and\/or intermediate storage facilities are available as required. At the construction site, the actual product is assembled and commissioned with the aid of the equipment. In the final step, any waste produced is disposed of, and reusable materials and equipment are returned to their regular location.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">The identification and collection of information relevant for the digital shadow are based on a classification of all logistics processes to be performed as reference processes, taking into account evaluated elaborations from [10] and [11]. According to [12], logistics processes describe spatial, temporal, type or quantity transformations or a transformation of the service level required of an object. Logistics reference processes describe operations such as transportation, handling, storage, or commissioning.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">In order to determine the information flows and the data to be exchanged and to model them as accurately as possible, the logistics reference processes was extended to include I&amp;C processes employed for data collection. This data was checked for completeness and evaluated via relevant literature analyses and semi-structured expert interviews conducted with companies involved with the research project.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Figure 1 shows an example of a \u201cTransport\u201d reference process, complete with the I&amp;C processes required for data collection and described using Business Process Model and Notation (BPMN). The second row describes the physical transport process and, thus, the logistical activities during execution. The row above is divided into four \u201cpools\u201d, which encompass I&amp;C transport notification, I&amp;C transport start notification, I&amp;C transport status update, and I&amp;C transport end notification. These pools model the I&amp;C and data collection processes that accompany the actual transport process.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">The transport process displayed in Figure 1 begins after loading has been completed. Transport notification is optional; in this case, transport documents are indeed requested, checked, acknowledged, and transmitted. Notification of the occurrence of a transport is optional because the reference process is designed to accurately represent all transport processes to and on the construction site. Therefore, start time and location of a transport are logged and saved persistently at the beginning of the transport. Tracking [13] can also occur alongside the actual transport process.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Current status updates about the transport process (such as location, time, or possible reasons for delays) are stored at regular intervals. At the end of the transport, an end-of-transport notification is sent, which includes the completion of the transport as well as the time and place of arrival. In relation to the above use case, the introduction of such a defined I&amp;C process ensures that all information necessary for tracking equipment transport is always collected on a process-related basis; project planning can retrieve the exact location of equipment in transit at any time and take it into account during planning activities.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">To make all process-related information available, it is stored in a semantic model that is instantiated as a database. To develop this database, an ontological approach is taken [14], allowing for an organized representation of the domain-specific terminologies and their semantic relationships. This results in the ontology incorporating all information about the modeled logistics reference processes, linking them and relating them to each other. The ontology operates on the principle of general validity, aiming to represent as much information from the logistics systems as possible.<\/p>\n\n\n\n<figure class=\"wp-block-image aligncenter size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"739\" src=\"https:\/\/industry-science.com\/wp-content\/uploads\/2024\/03\/i4s-wenzel-bild2-1-1024x739.jpg\" alt=\"Concept for implementing and using a digital shadow for logistics data collected on the construction site\" class=\"wp-image-100180\" srcset=\"https:\/\/industry-science.com\/wp-content\/uploads\/2024\/03\/i4s-wenzel-bild2-1-1024x739.jpg 1024w, https:\/\/industry-science.com\/wp-content\/uploads\/2024\/03\/i4s-wenzel-bild2-1-510x368.jpg 510w, https:\/\/industry-science.com\/wp-content\/uploads\/2024\/03\/i4s-wenzel-bild2-1-64x46.jpg 64w, https:\/\/industry-science.com\/wp-content\/uploads\/2024\/03\/i4s-wenzel-bild2-1-519x375.jpg 519w, https:\/\/industry-science.com\/wp-content\/uploads\/2024\/03\/i4s-wenzel-bild2-1-768x555.jpg 768w, https:\/\/industry-science.com\/wp-content\/uploads\/2024\/03\/i4s-wenzel-bild2-1-404x292.jpg 404w, https:\/\/industry-science.com\/wp-content\/uploads\/2024\/03\/i4s-wenzel-bild2-1.jpg 1400w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\"><em>Figure 2:\u00a0Concept for implementing and using a digital shadow for logistics data collected on the construction site.<\/em><\/figcaption><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">Since there is a close relationship between the scope and content of the data to be collected and the technologies to be used for data collection, a systematic classification of the technologies available on the market in the form of a technology catalog is necessary. The ontology supplements the performance parameters and restrictions of these technologies, meaning that use of this ontology supports end users in select\u00ading technologies best suited to their requirements and specific processes. Data collection should \u2013 if possible \u2013 be fully automated. <\/p>\n\n\n\n<p class=\"wp-block-paragraph\">However, manual or at least partially automated data collection is still enabled for certain uses and processes. In order to achieve a high level of acceptance for the use of technology, the effort required for data collection by employees on the construction site should be minimized. For the use case under consideration in this article, GPS (Global Positioning System) sensors that record movement or personnel data may be implemented to track equipment transport. Alternatively, RFID (Radio Frequency Identification) chips can be used for tracking, and the data can be read out at departure and at arrival on the construction site.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Cloud-based software solutions are often employed to technically implement this, as they enable real-time tracking of assets like trucks and scaffolding at large construction sites, and can pro\u00advide a cross-regional data-based communication structure, forming the basis for management decisions.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Concept for implementing and using a digital shadow<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">All components for the implementation and use of a digital shadow are summarized in Figure 2. To apply the ontology in practice, it must first be customized to reflect company- and project-specific requirements. Each project and each company introduces its own unique features that cannot be adequately represented within a universally applicable ontology. For example, when transporting goods across national borders to construction sites, additional information on customs regulations may be necessary. The information needed for company-specific customization is derived, whenever possible, from existing operational information systems. These systems include PLM (Product Lifecycle Management) or ERP (Enterprise Resource Planning) systems, along with all other PM (Project Management) tools and applications.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Building a project-specific ontology is crucial because this ontology serves as the central connection point between the tools used in project management and the data collected on the construction site. The arrows represent the exchange of data both between the physical processes on the construction site and the ontology, and between the ontology and the opera\u00adtional information systems.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">On the construction site, data is collected manually, or collection is (partially) automated using various technologies (e.g., scanners, cameras, or tracking system) and made available to the ontology via WLAN (Wireless Local Area Network) or other mobile communications network. Simultaneously, project-relevant information can be retrieved from the ontology at the construction site.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">The ontology updates the operational information systems based on the information received from the construction site and, in return, delivers instructions created based on this information. For example, modifications to assembly plans and resource allocations for employees or tools are communicated back to the construction site.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">In the example discussed in this article, GPS positions and associated time stamps for equipment are automatically recorded and stored in the project-specific ontology. Consequently, there is always an up-to-date digital shadow of the equipment in question. The project management retrieves the equipment information from the ontology and schedules usage based on this.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Summary and outlook<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">The concept presented in this article for the creation and use of a digital shadow demonstrates how logistical process information can be recorded on the construction site in a timely manner and incorporated into project management. By ensuring adequate data collection on the construction site with the help of defined I&amp;C processes and the networking of the information obtained in an ontology, a digital shadow of the logistical processes is created. An unresolved challenge lies in the selection of suitable technologies for data collection on the construction site in order to carry out the most convenient and consistent collection of relevant data.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Further research is currently underway to address the development of a method for evaluating technologies for data collection at multiple points of the logistics processes, and the prototypical implementation of a semantic model for describing a digital shadow of the logistics processes in the form of an ontology using a demonstrator. This further research will be evaluated at different companies.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><em>The results presented in this paper originated in a joint research project of the University of Kassel and the University of Applied Sciences Zwickau. The IGF (Industrielle Gemeinschaftsforschung) Operation (21755) of the research association BVL (Bundesvereinigung Logistik e.V.) was funded via AiF (Arbeitsgemeinschaft industrieller Forschungsvereinigungen \u201cOtto von Guericke\u201d e.V.) within the framework of the program for the promotion of joint industrial research by the BMWK (Bundesministerium f\u00fcr Wirtschaft und Klima) based on a decision by the German Parliament.<\/em><\/p>\n<hr><div class=\"gito-pub-content-bibliography\"><h2>Bibliography <\/h2>[1] Heidmann, R.: Windenergie und Logistik. Losgr\u00f6\u00dfe 1: Logistikmanagement im Maschinen- und Anlagenbau mit geringen Losgr\u00f6\u00dfen. Berlin 2015.\r<br>[2] Helmus, M.: RFID in der Baulogistik. Forschungsbericht zum Projekt \u201eIntegriertes Wertsch\u00f6pfungsmodell mit RFID in der Bau- und Immobilienwirtschaft\u201c. Wiesbaden 2009.\r<br>[3] Schuh, G.; Hering, N.; Brunner, A.: Einf\u00fchrung in das Logistikmanagement. In: Schuh, G.; Stich, V. (ed): Logistikmanagement. Handbuch Produktion und Management 6, 2nd edition. Berlin 2013, pp. 1-33.\r<br>[4] Arnold, D.; Isermann, H.; Kuhn, A.; Tempelmeier, H.; Furmans, K.: Handbuch Logistik, 3rd edition. Berlin 2008.\r<br>[5] Wenzel, S.; Stolipin, J.; Weber, J.; K\u00f6nig, M.: Digitale Planung der Baustellenlogistik im Gro\u00dfanlagenbau Ontologie zur Nutzung digitaler Modelle f\u00fcr die Logistikplanung auf der Baustelle. In: Industrie 4.0 Management 3 (2019) 6, pp. 55-59.\r<br>[6] Bauernhansl, T.; Kr\u00fcger, J.; Reinhart, G.; Schuh, G.: WGP-Standpunkt Industrie 4.0. Darmstadt 2016.\r<br>[7] Glatt, M.; K\u00f6lsch, P.; Krenkel, N.; Langlotz, P.; Siedler, C.; Yi, L.; Aurich, J.: Rahmenwerk zur Einordnung Digitaler Zwillinge in Produktionssystemen. In: Zeitschrift f\u00fcr wirtschaftlichen Fabrikbetrieb 115 (2020), pp. 429-433.\r<br>[8] Schach, R.; Schubert, N.: Logistik im Bauwesen. Dresden 2009.\r<br>[9] Krau\u00df, S.: Die Baulogistik in der schl\u00fcsselfertigen Ausf\u00fchrung. 2005.\r<br>[10] Gliem, D.; Jessen, U.; Stolipin, J.; Wenzel, S.; Kusturica, W.; Laroque, C.: Schlussbericht zum Projekt SimCast \u2013 Simulationsgest\u00fctzte Prognose der Dauer von Logistikprozessen. Kassel 2019.\r<br>[11] Stolipin, J.; Jessen, U.; Wenzel, S.; Weber, J.; K\u00f6nig, M.: Schlussbericht zum Projekt BIMLog \u2013 Projekt zur digitalen Planung und Steuerung der Baustellenlogistik im Gro\u00dfanlagenbau. Kassel 2020.\r<br>[12] Sch\u00f6nherr, M.: Wertorientiertes Logistikmanagement. Modell zur Bewertung logistischer Ma\u00dfnahmen aus Sicht des Unternehmens. Wiesbaden 2016.\r<br>[13] Hausladen, I.: IT-gest\u00fctzte Logistik: Systeme &#8211; Prozesse &#8211; Anwendungen. Wiesbaden 2016.\r<br>[14] Busse, J.; Humm, B.; Lubbert, C.; Moelter, F.; Reibold, A.; Rewald, M.; Schl\u00fcter, V.; Seiler, B.; Tegtmeier, E.; Zeh, T.: Was bedeutet eigentlich Ontologie? In: Informatik-Spektrum 37 (2014), pp. 286-297.<\/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=\"107583\" data-userid =\"0\" data-filename=\"I4S_01-2023_Wenzel.pdf\"><span style=\"margin-top:5px !important;\" class=\"dashicons dashicons-download\"><\/span>&nbsp;&nbsp;PDF<\/button><\/div><br>Solutions: <span class=\"gito-pub-tag-element\"><a href=\"\/en\/functions\/logistik-en\/\">Logistics<\/a><\/span> <span class=\"gito-pub-tag-element\"><a href=\"\/en\/functions\/logistics-technology\/\">Logistics Technology<\/a><\/span> <div class=\"gito-pub-tags-social-share\" style=\"display:flex;justify-content:space-between;\"><div>Tags: <span class=\"gito-pub-tag-element\"><a href=\"\/tag\/bpnm\/\">BPNM<\/a><\/span> <span class=\"gito-pub-tag-element\"><a href=\"\/tag\/construction-site-logistics\/\">construction site logistics<\/a><\/span> <span class=\"gito-pub-tag-element\"><a href=\"\/tag\/digital-shadow-en\/\">digital shadow<\/a><\/span> <span class=\"gito-pub-tag-element\"><a href=\"\/tag\/logistic-processes\/\">logistic processes<\/a><\/span> <span class=\"gito-pub-tag-element\"><a href=\"\/tag\/mechanical-und-plant-engineering\/\">mechanical und plant engineering<\/a><\/span> <span class=\"gito-pub-tag-element\"><a href=\"\/tag\/project-management\/\">project management<\/a><\/span> <span class=\"gito-pub-tag-element\"><a href=\"\/tag\/semantic-data-modeling\/\">semantic data modeling<\/a><\/span> <\/div><div><div class=\"social-icons share-icons share-row relative\" ><a href=\"whatsapp:\/\/send?text=Digitalization%20of%20Logistics%20Processes%20on%20Construction%20Sites - https:\/\/industry-science.com\/en\/articles\/digital-logistics-construction\/\" data-action=\"share\/whatsapp\/share\" class=\"icon button circle is-outline tooltip whatsapp show-for-medium\" title=\"Share on WhatsApp\" aria-label=\"Share on WhatsApp\"><i class=\"icon-whatsapp\" aria-hidden=\"true\"><\/i><\/a><a href=\"https:\/\/www.facebook.com\/sharer.php?u=https:\/\/industry-science.com\/en\/articles\/digital-logistics-construction\/\" data-label=\"Facebook\" onclick=\"window.open(this.href,this.title,'width=500,height=500,top=300px,left=300px'); return false;\" target=\"_blank\" class=\"icon button circle is-outline tooltip facebook\" title=\"Share on Facebook\" aria-label=\"Share on Facebook\" rel=\"noopener nofollow\"><i class=\"icon-facebook\" aria-hidden=\"true\"><\/i><\/a><a href=\"https:\/\/x.com\/share?url=https:\/\/industry-science.com\/en\/articles\/digital-logistics-construction\/\" onclick=\"window.open(this.href,this.title,'width=500,height=500,top=300px,left=300px'); return false;\" target=\"_blank\" class=\"icon button circle is-outline tooltip x\" title=\"Share on X\" aria-label=\"Share on X\" rel=\"noopener nofollow\"><i class=\"icon-x\" aria-hidden=\"true\"><\/i><\/a><a href=\"mailto:?subject=Digitalization%20of%20Logistics%20Processes%20on%20Construction%20Sites&body=Check%20this%20out%3A%20https%3A%2F%2Findustry-science.com%2Fen%2Farticles%2Fdigital-logistics-construction%2F\" class=\"icon button circle is-outline tooltip email\" title=\"Email to a Friend\" aria-label=\"Email to a Friend\" rel=\"nofollow\"><i class=\"icon-envelop\" aria-hidden=\"true\"><\/i><\/a><a href=\"https:\/\/www.linkedin.com\/shareArticle?mini=true&url=https:\/\/industry-science.com\/en\/articles\/digital-logistics-construction\/&title=Digitalization%20of%20Logistics%20Processes%20on%20Construction%20Sites\" onclick=\"window.open(this.href,this.title,'width=500,height=500,top=300px,left=300px'); return false;\" target=\"_blank\" class=\"icon button circle is-outline tooltip linkedin\" title=\"Share on LinkedIn\" aria-label=\"Share on LinkedIn\" rel=\"noopener nofollow\"><i class=\"icon-linkedin\" aria-hidden=\"true\"><\/i><\/a><\/div><\/div><\/div><hr style=\"margin-top:0px;\">\n<h2 class=\"gito-pub-frontend-post-headline\">You might also be interested in<\/h2>\n<!-- GITO_PUB_POST start flex-container -->\n<div class=\"gito-pub-flex-container\">\n   <div class=\"gito-pub-frontend-post-card gito-pub-flex-item gito-pub-flex-item-1\">\n      <a href=\"https:\/\/industry-science.com\/en\/articles\/digital-competence-lab-dcl-for-speech-therapy\/\">\n         <div class=\"gito-pub-frontend-post-card-row\">         <div class=\"gito-pub-frontend-post-card-column gito-pub-frontend-post-card-column-image\">\n            <picture>\n               <source media=\"(max-width:640px)\" srcset=\"https:\/\/industry-science.com\/wp-content\/uploads\/2026\/02\/AdobeStock_37050264-640x325.jpeg\">\n               <source media=\"(min-width:641px)\" srcset=\"https:\/\/industry-science.com\/wp-content\/uploads\/2026\/02\/AdobeStock_37050264-196x180.jpeg\">\n               <img decoding=\"async\" class=\"gito-pub-frontend-post-card-image\" src=\"https:\/\/industry-science.com\/wp-content\/uploads\/2026\/02\/AdobeStock_37050264-196x180.jpeg\" alt=\"Digital Competence Lab (DCL) for Speech Therapy\">\n            <\/picture>\n         <\/div>\n            <div class=\"gito-pub-frontend-post-card-column\">               <div class=\"ellipsis\" style=\"height:166px !important;overflow:hidden;\" title=\"Digital Competence Lab (DCL) for Speech Therapy\">                  <table class=\"gito-pub-frontend-post-card-header\">\n            \t     <tr>\n                        <td>                  \t\t   <h4 class=\"gito-pub-frontend-post-card-title\" style=\"line-height:1.2em;\">Digital Competence Lab (DCL) for Speech Therapy<\/h4>\n                        <div class=\"gito-pub-frontend-post-card-subtitle\">Designing a learning platform to advance digital skills<\/div>                        <div class=\"gito-pub-frontend-post-card-author\"><a href=\"\/authors\/anika-thurmann\/\">Anika Thurmann<\/a> <a href=\"https:\/\/orcid.org\/0000-0001-9613-7834\" target=\"_blank\" title=\"ORCID eintrag \u00f6ffnen.\" rel=\"noopener\">\n        <img decoding=\"async\" src=\"https:\/\/orcid.org\/assets\/vectors\/orcid.logo.icon.svg\" alt=\"ORCID Icon\" style=\"width:16px;height:16px;vertical-align:middle;\"><\/a>, <a href=\"\/authors\/antonia-weirich\/\">Antonia Weirich<\/a> <a href=\"https:\/\/orcid.org\/0000-0003-4953-1139\" target=\"_blank\" title=\"ORCID eintrag \u00f6ffnen.\" rel=\"noopener\">\n        <img decoding=\"async\" src=\"https:\/\/orcid.org\/assets\/vectors\/orcid.logo.icon.svg\" alt=\"ORCID Icon\" style=\"width:16px;height:16px;vertical-align:middle;\"><\/a>, <a href=\"\/authors\/kerstin-bilda\/\">Kerstin Bilda<\/a>, <a href=\"\/authors\/fiona-doerr\/\">Fiona D\u00f6rr<\/a> <a href=\"https:\/\/orcid.org\/0000-0002-4696-5049\" target=\"_blank\" title=\"ORCID eintrag \u00f6ffnen.\" rel=\"noopener\">\n        <img decoding=\"async\" src=\"https:\/\/orcid.org\/assets\/vectors\/orcid.logo.icon.svg\" alt=\"ORCID Icon\" style=\"width:16px;height:16px;vertical-align:middle;\"><\/a>, <a href=\"\/authors\/lars-toenges\/\">Lars T\u00f6nges<\/a> <a href=\"https:\/\/orcid.org\/0000-0001-6621-144X\" target=\"_blank\" title=\"ORCID eintrag \u00f6ffnen.\" rel=\"noopener\">\n        <img decoding=\"async\" src=\"https:\/\/orcid.org\/assets\/vectors\/orcid.logo.icon.svg\" alt=\"ORCID Icon\" style=\"width:16px;height:16px;vertical-align:middle;\"><\/a><\/div>\n                        <\/td>\n                     <\/tr>\n                  <\/table>\n                  <div class=\"gito-pub-frontend-post-card-text\">\n                     The digital transformation of healthcare results in lasting changes in speech therapy. Smart technologies and artificial intelligence (AI) are creating new opportunities to ensure therapy quality, address care bottlenecks, and actively involve patients in exercise processes. At the same time, these developments are expanding the role of speech therapists, who increasingly use digital systems as supportive tools in addition to their core therapeutic tasks. Based on a feasibility study of the AI-supported application ISi-Speech-Sprechen in a real-world setting of complex Parkinson's therapy (PKT), this article outlines the key challenges associated with implementing smart technologies.                  <\/div>\n               <\/div>\n               <div class=\"gito-pub-frontend-post-card-scientific\"><strong>Industry 4.0 Science<\/strong> | Volume 42 | 2026 | Edition 1 | Pages 110-118 | DOI <a style=\"font-weight:bold !important;\" href=\"https:\/\/doi.org\/10.30844\/I4SE.26.1.102\" target=\"_blank\" rel=\"noopener\">10.30844\/I4SE.26.1.102<\/a><\/div>            <\/div>\n         <\/div>\n      <\/a>\n   <\/div>\n   <div 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 class=\"gito-pub-frontend-post-card gito-pub-flex-item gito-pub-flex-item-1\">\n      <a href=\"https:\/\/industry-science.com\/en\/articles\/xai-predicting-nudging-decision\/\">\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\/Herrmann_AdobeStock_1849357106_InfiniteFlow-640x325.webp\">\n               <source media=\"(min-width:641px)\" srcset=\"https:\/\/industry-science.com\/wp-content\/uploads\/2026\/01\/Herrmann_AdobeStock_1849357106_InfiniteFlow-196x180.webp\">\n               <img decoding=\"async\" class=\"gito-pub-frontend-post-card-image\" src=\"https:\/\/industry-science.com\/wp-content\/uploads\/2026\/01\/Herrmann_AdobeStock_1849357106_InfiniteFlow-196x180.webp\" alt=\"XAI for Predicting and Nudging Worker Decision-Making\">\n            <\/picture>\n         <\/div>\n            <div class=\"gito-pub-frontend-post-card-column\">               <div class=\"ellipsis\" style=\"height:166px !important;overflow:hidden;\" title=\"XAI for Predicting and Nudging Worker Decision-Making\">                  <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;\">XAI for Predicting and Nudging Worker Decision-Making<\/h4>\n                        <div class=\"gito-pub-frontend-post-card-subtitle\">Feasibility and perceived ethical issues<\/div>                        <div class=\"gito-pub-frontend-post-card-author\"><a href=\"\/authors\/jan-phillip-herrmann\/\">Jan-Phillip Herrmann<\/a> <a href=\"https:\/\/orcid.org\/0000-0002-8875-1890\" 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\/catharina-baier\/\">Catharina Baier<\/a>, <a href=\"\/authors\/sven-tackenberg-en\/\">Sven Tackenberg<\/a> <a href=\"https:\/\/orcid.org\/0000-0001-7083-501X\" 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\/verena-nitsch-en\/\">Verena Nitsch<\/a> <a href=\"https:\/\/orcid.org\/0000-0002-4784-1283\" 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                     Explainable artificial intelligence (XAI)-based nudging, while ethically complex, may offer a favorable alternative to rigid, algorithmically generated schedules that simultaneously respects worker autonomy and improves overall scheduling performance on the shop floor. This paper presents a controlled laboratory study demonstrating the successful nudging of 28 industrial engineering students in a job shop simulation. The study shows that the observed concordance between students\u2019 sequencing decisions and a predefined target sequence increases by 9% through nudging. This is done by using XAI to analyze students\u2019 preferences and adjusting task deadlines and priorities in the simulation. The paper discusses the ethical issues of nudging, including potential manipulation, illusory autonomy, and reducing people to numbers. To mitigate these issues, it offers recommendations for implementing the XAI-based nudging approach in practice and highlights its strengths relative to rigid, ...                  <\/div>\n               <\/div>\n               <div class=\"gito-pub-frontend-post-card-scientific\"><strong>Industry 4.0 Science<\/strong> | Volume 42 | 2026 | Edition 1 | Pages 70-78<\/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\/documentation-nursing-care\/\">\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\/Berretta_AdobeStock_578980096_Seventyfour-640x325.jpg\">\n               <source media=\"(min-width:641px)\" srcset=\"https:\/\/industry-science.com\/wp-content\/uploads\/2026\/01\/Berretta_AdobeStock_578980096_Seventyfour-196x180.jpg\">\n               <img decoding=\"async\" class=\"gito-pub-frontend-post-card-image\" src=\"https:\/\/industry-science.com\/wp-content\/uploads\/2026\/01\/Berretta_AdobeStock_578980096_Seventyfour-196x180.jpg\" alt=\"Improving Documentation Quality and Creating Time for Core Activities\">\n            <\/picture>\n         <\/div>\n            <div class=\"gito-pub-frontend-post-card-column\">               <div class=\"ellipsis\" style=\"height:166px !important;overflow:hidden;\" title=\"Improving Documentation Quality and Creating Time for Core Activities\">                  <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;\">Improving Documentation Quality and Creating Time for Core Activities<\/h4>\n                        <div class=\"gito-pub-frontend-post-card-subtitle\">Success factors for implementing AI-based documentation systems in nursing care<\/div>                        <div class=\"gito-pub-frontend-post-card-author\"><a href=\"\/authors\/sophie-berretta\/\">Sophie Berretta<\/a> <a href=\"https:\/\/orcid.org\/0000-0002-2879-2164\" 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\/elisabeth-liedmann\/\">Elisabeth Liedmann<\/a> <a href=\"https:\/\/orcid.org\/0009-0005-5294-2141\" 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\/paul-fiete-kramer\/\">Paul-Fiete Kramer<\/a> <a href=\"https:\/\/orcid.org\/0000-0001-9602-4952\" 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\/anja-gerlmaier\/\">Anja Gerlmaier<\/a>, <a href=\"\/authors\/christopher-schmidt\/\">Christopher Schmidt<\/a><\/div>\n                        <\/td>\n                     <\/tr>\n                  <\/table>\n                  <div class=\"gito-pub-frontend-post-card-text\">\n                     Demographic change is accompanied by both a growing demand for care and a shortage of qualified nursing staff. Consequently, AI-based technologies are increasingly becoming a focus of care-related innovations. Their aim is to reduce workload pressure, save time, and enhance the attractiveness of the nursing profession. Using the example of AI-supported documentation systems for admission interviews, this article examines to what extent such systems can contribute to improvements in work processes and care quality, focusing on the perspectives of nursing professionals and nursing experts. The results indicate potential for workload relief, enhanced documentation quality, and the reallocation of time resources toward direct patient care. However, realizing these potentials requires a human-centered and context-sensitive implementation approach.                  <\/div>\n               <\/div>\n               <div class=\"gito-pub-frontend-post-card-scientific\"><strong>Industry 4.0 Science<\/strong> | Volume 42 | 2026 | Edition 1 | Pages 154-160 | DOI <a style=\"font-weight:bold !important;\" href=\"https:\/\/doi.org\/10.30844\/I4SE.26.1.146\" target=\"_blank\" rel=\"noopener\">10.30844\/I4SE.26.1.146<\/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-assembly-workplace-design\/\">\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\/Tuli_AdobeStock_1665432467_Grispb-640x325.webp\">\n               <source media=\"(min-width:641px)\" srcset=\"https:\/\/industry-science.com\/wp-content\/uploads\/2026\/02\/Tuli_AdobeStock_1665432467_Grispb-196x180.webp\">\n               <img decoding=\"async\" class=\"gito-pub-frontend-post-card-image\" src=\"https:\/\/industry-science.com\/wp-content\/uploads\/2026\/02\/Tuli_AdobeStock_1665432467_Grispb-196x180.webp\" alt=\"Applied AI for Human-Centric Assembly Workplace Design\">\n            <\/picture>\n         <\/div>\n            <div class=\"gito-pub-frontend-post-card-column\">               <div class=\"ellipsis\" style=\"height:166px !important;overflow:hidden;\" title=\"Applied AI for Human-Centric Assembly Workplace Design\">                  <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;\">Applied AI for Human-Centric Assembly Workplace Design<\/h4>\n                        <div class=\"gito-pub-frontend-post-card-subtitle\">An ethics-informed approach<\/div>                        <div class=\"gito-pub-frontend-post-card-author\"><a href=\"\/authors\/tadele-belay-tuli\/\">Tadele Belay Tuli<\/a> <a href=\"https:\/\/orcid.org\/0000-0002-6769-0646\" 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\/michael-jonek\/\">Michael Jonek<\/a> <a href=\"https:\/\/orcid.org\/0000-0003-2489-6991\" 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\/sascha-niethammer\/\">Sascha Niethammer<\/a>, <a href=\"\/authors\/henning-vogler\/\">Henning Vogler<\/a>, <a href=\"\/authors\/martin-manns\/\">Martin Manns<\/a> <a href=\"https:\/\/orcid.org\/0000-0002-1027-4465\" 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) can enhance smart assembly by predicting human motion and adapting workplace design. Using probabilistic models such as Gaussian Mixture Models (GMMs), AI systems anticipate operator actions to improve coordination with robots. However, these predictive systems raise ethical concerns related to safety, fairness, and privacy under the EU AI Act, which classifies them as high-risk. This paper presents a conceptual method integrating probabilistic motion modeling with ethical evaluation via Z-Inspection\u00ae. An industrial case study using the Smart Work Assistant (SWA) demonstrates how multimodal sensing (motion, gaze) and interpretable models enable anticipatory assistance. The approach moves from ethics evaluation to ethics-informed work design, yielding transferable principles and a configurable assessment matrix that supports compliance-by-design in collaborative assembly.                  <\/div>\n               <\/div>\n               <div class=\"gito-pub-frontend-post-card-scientific\"><strong>Industry 4.0 Science<\/strong> | Volume 42 | 2026 | Edition 1 | Pages 60-68 | DOI <a style=\"font-weight:bold !important;\" href=\"https:\/\/doi.org\/10.30844\/I4SE.26.1.58\" target=\"_blank\" rel=\"noopener\">10.30844\/I4SE.26.1.58<\/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\/co-determination-dialogues\/\">\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\/Wannoffel_AdobeStock_358318311_pinkeyes-640x325.jpg\">\n               <source media=\"(min-width:641px)\" srcset=\"https:\/\/industry-science.com\/wp-content\/uploads\/2026\/02\/Wannoffel_AdobeStock_358318311_pinkeyes-196x180.jpg\">\n               <img decoding=\"async\" class=\"gito-pub-frontend-post-card-image\" src=\"https:\/\/industry-science.com\/wp-content\/uploads\/2026\/02\/Wannoffel_AdobeStock_358318311_pinkeyes-196x180.jpg\" alt=\"Co-Determination Dialogues\">\n            <\/picture>\n         <\/div>\n            <div class=\"gito-pub-frontend-post-card-column\">               <div class=\"ellipsis\" style=\"height:166px !important;overflow:hidden;\" title=\"Co-Determination Dialogues\">                  <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;\">Co-Determination Dialogues<\/h4>\n                        <div class=\"gito-pub-frontend-post-card-subtitle\">A tool for human-centered AI implementation<\/div>                        <div class=\"gito-pub-frontend-post-card-author\"><a href=\"\/authors\/manfred-wannoeffel\/\">Manfred Wann\u00f6ffel<\/a> <a href=\"https:\/\/orcid.org\/0000-0001-9354-8873\" 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\/fabian-hoose\/\">Fabian Hoose<\/a> <a href=\"https:\/\/orcid.org\/0000-0003-3564-2970\" 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\/alexander-ranft\/\">Alexander Ranft<\/a>, <a href=\"\/authors\/claudia-niewerth\/\">Claudia Niewerth<\/a> <a href=\"https:\/\/orcid.org\/0009-0004-7041-0360\" 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\/dirk-stueter\/\">Dirk St\u00fcter<\/a><\/div>\n                        <\/td>\n                     <\/tr>\n                  <\/table>\n                  <div class=\"gito-pub-frontend-post-card-text\">\n                     As part of the regional competence center humAIne, funded by the Federal Ministry of Research, Technology, and Space (BMFTR), a process was developed using co-determination dialogues to establish a common understanding of the challenges involved in the introduction of artificial intelligence (AI) between management, employees, and interest groups. Experiences from project partner companies such as Doncasters Precision Castings in Bochum GmbH (DPC) exemplify how co-determination dialogues not only help to develop legally binding regulations for manageable, operationally anchored, sustainable AI use but also initiate continuous qualification processes for all stakeholder groups in accordance with Articles 4 and 5 of the EU AI Act.                  <\/div>\n               <\/div>\n               <div class=\"gito-pub-frontend-post-card-scientific\"><strong>Industry 4.0 Science<\/strong> | Volume 42 | Edition 1 | Pages 92-98 | DOI <a style=\"font-weight:bold !important;\" href=\"https:\/\/doi.org\/10.30844\/I4SE.26.1.84\" target=\"_blank\" rel=\"noopener\">10.30844\/I4SE.26.1.84<\/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 planning of logistics processes and their efficient implementation are decisive competitive factors for customized plant construction. On the construction site, however, the collection of logistics data is often neglected, preventing the project planner from building a reliable database. Related information gaps can be closed with the help of a digital shadow that collects logistics-relevant data (partially) automatically, stores them in a consistent manner and makes them available to project management. This article describes the first important results of a research project on information and communication processes in construction site logistics and explains their vital role in the development and use of a digital shadow.<\/p>\n","protected":false},"featured_media":107584,"menu_order":0,"template":"","categories":[79167,79298],"tags":[79486,76894,80085,69659,78377,68310,79485],"product_cat":[],"topic":[79333],"technology":[79493],"knowhow":[],"industry":[],"writer":[81346,83478,82907,80939,82908],"content-type":[],"potential":[],"solution":[67610,78673],"glossary":[],"class_list":["post-107583","article","type-article","status-publish","has-post-thumbnail","category-design-en","category-typeset","tag-bpnm","tag-construction-site-logistics","tag-digital-shadow-en","tag-logistic-processes","tag-mechanical-und-plant-engineering","tag-project-management","tag-semantic-data-modeling","topic-process-optimization","technology-digitalization","writer-christoph-laroque-en","writer-daniel-voessing-en","writer-deike-gliem-en","writer-sigrid-wenzel-en","writer-wibke-kusturica-en","solution-logistik-en","solution-logistics-technology","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_354634756-min.jpeg",1400,788,false],"thumbnail":["https:\/\/industry-science.com\/wp-content\/uploads\/2025\/02\/AdobeStock_354634756-min-150x150.jpeg",150,150,true],"medium":["https:\/\/industry-science.com\/wp-content\/uploads\/2025\/02\/AdobeStock_354634756-min-666x375.jpeg",666,375,true],"medium_large":["https:\/\/industry-science.com\/wp-content\/uploads\/2025\/02\/AdobeStock_354634756-min-768x432.jpeg",768,432,true],"large":["https:\/\/industry-science.com\/wp-content\/uploads\/2025\/02\/AdobeStock_354634756-min-1024x576.jpeg",1020,574,true],"front-page-entry":["https:\/\/industry-science.com\/wp-content\/uploads\/2025\/02\/AdobeStock_354634756-min-1032x320.jpeg",1032,320,true],"post-entry":["https:\/\/industry-science.com\/wp-content\/uploads\/2025\/02\/AdobeStock_354634756-min-764x376.jpeg",764,376,true],"post-teaser":["https:\/\/industry-science.com\/wp-content\/uploads\/2025\/02\/AdobeStock_354634756-min-392x320.jpeg",392,320,true],"post-teaser-mobile":["https:\/\/industry-science.com\/wp-content\/uploads\/2025\/02\/AdobeStock_354634756-min-608x496.jpeg",608,496,true],"post-custom-size":["https:\/\/industry-science.com\/wp-content\/uploads\/2025\/02\/AdobeStock_354634756-min-640x325.jpeg",640,325,true],"whitepaper-teaser":["https:\/\/industry-science.com\/wp-content\/uploads\/2025\/02\/AdobeStock_354634756-min-274x376.jpeg",274,376,true],"card-big":["https:\/\/industry-science.com\/wp-content\/uploads\/2025\/02\/AdobeStock_354634756-min-514x292.jpeg",514,292,true],"card-portrait":["https:\/\/industry-science.com\/wp-content\/uploads\/2025\/02\/AdobeStock_354634756-min-320x440.jpeg",320,440,true],"card-big-company":["https:\/\/industry-science.com\/wp-content\/uploads\/2025\/02\/AdobeStock_354634756-min-514x289.jpeg",514,289,true],"gp-listing":["https:\/\/industry-science.com\/wp-content\/uploads\/2025\/02\/AdobeStock_354634756-min-196x180.jpeg",196,180,true],"1536x1536":["https:\/\/industry-science.com\/wp-content\/uploads\/2025\/02\/AdobeStock_354634756-min.jpeg",1400,788,false],"2048x2048":["https:\/\/industry-science.com\/wp-content\/uploads\/2025\/02\/AdobeStock_354634756-min.jpeg",1400,788,false],"woocommerce_thumbnail":["https:\/\/industry-science.com\/wp-content\/uploads\/2025\/02\/AdobeStock_354634756-min-510x510.jpeg",510,510,true],"woocommerce_single":["https:\/\/industry-science.com\/wp-content\/uploads\/2025\/02\/AdobeStock_354634756-min-510x287.jpeg",510,287,true],"woocommerce_gallery_thumbnail":["https:\/\/industry-science.com\/wp-content\/uploads\/2025\/02\/AdobeStock_354634756-min-100x100.jpeg",100,100,true],"dgwt-wcas-product-suggestion":["https:\/\/industry-science.com\/wp-content\/uploads\/2025\/02\/AdobeStock_354634756-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 planning of logistics processes and their efficient implementation are decisive competitive factors for customized plant construction. On the construction site, however, the collection of logistics data is often neglected, preventing the project planner from building a reliable database. Related information gaps can be closed with the help of a digital shadow that collects logistics-relevant&hellip;","_links":{"self":[{"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/article\/107583","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\/107584"}],"wp:attachment":[{"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/media?parent=107583"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/categories?post=107583"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/tags?post=107583"},{"taxonomy":"product_cat","embeddable":true,"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/product_cat?post=107583"},{"taxonomy":"topic","embeddable":true,"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/topic?post=107583"},{"taxonomy":"technology","embeddable":true,"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/technology?post=107583"},{"taxonomy":"knowhow","embeddable":true,"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/knowhow?post=107583"},{"taxonomy":"industry","embeddable":true,"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/industry?post=107583"},{"taxonomy":"writer","embeddable":true,"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/writer?post=107583"},{"taxonomy":"content-type","embeddable":true,"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/content-type?post=107583"},{"taxonomy":"potential","embeddable":true,"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/potential?post=107583"},{"taxonomy":"solution","embeddable":true,"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/solution?post=107583"},{"taxonomy":"glossary","embeddable":true,"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/glossary?post=107583"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}