{"id":103345,"date":"2024-04-15T12:00:00","date_gmt":"2024-04-15T10:00:00","guid":{"rendered":"https:\/\/industry-science.com\/artikel\/federated-service-engineering\/"},"modified":"2024-07-02T14:36:56","modified_gmt":"2024-07-02T12:36:56","slug":"federated-service-engineering","status":"publish","type":"article","link":"https:\/\/industry-science.com\/en\/articles\/federated-service-engineering\/","title":{"rendered":"Federated Service Engineering"},"content":{"rendered":"\n<p>In order to secure the future of value creation and quality of life in Europe, a paradigm shift in the data economy based on open and trustworthy data infrastructures is required [2]. This change is associated with new requirements for digital sovereignty vis-\u00e0-vis established hyperscalers and new data-based innovation opportunities for commercial enterprises. The resulting need for fair and transparent digital competition led to the launch of the 2019 Gaia-X initiative within the European Union [3]. <\/p>\n\n\n\n<p>The project, which is established throughout Europe and supported by many companies, associations and research institutions, aims to standardize (data) ecosystems by establishing sector-specific and competitive data spaces [4]. The data spaces should enable the achievement of transparency and data protection in accordance with European values for sovereign data exchange across sectors [5]. By linking the specific data spaces, an open digital ecosystem that offers participating companies new opportunities for scalable digital business models is created [6].<\/p>\n\n\n\n<p>The transformative effect of Gaia-X as an enabler of a sovereign data economy is particularly evident in automotive applications in the mobility sector. In addition to the open data ecosystem Catena-X for collaborative data use along the value chain in the automotive industry [7], the Gaia-X 4 Future Mobility project family in particular has established itself as a lighthouse project to drive forward the development of product-based innovative services [8].<\/p>\n\n\n\n<p>Due to the highly dynamic and partially fragmented nature of the system areas in the mobility economy, Gaia-X supports the development of new services on the basis of data provided or used by the players in emerging data ecosystems. These efforts are highly relevant for the industry in order to strengthen service innovations overall and at the same time promote the path to a more sustainable mobility economy through decentralized infrastructures, for example in the area of the last mile in urban spaces [9].<\/p>\n\n\n\n<p>In this respect, Gaia-X addresses the data protection and data sovereignty premises of the vehicle industry through uniform standards and interfaces that counteract the dangers of a lock-in effect [10] and harness the real-time data-based potential for new business models [11]. Against this background, the question arises as to how relevant use cases can be realized in Gaia-X from a service-oriented perspective.<\/p>\n\n\n\n<p>In order to answer this question, a development methodology developed on the basis of the ongoing consortium research project Gaia-X 4 ROMS with the use case Smart Managed Freight Fleet is presented below [1]. The focus here is on the systematic development of application-oriented use cases with Gaia-X as the overarching technical framework for the development of federated services in decentralized data ecosystems and their transfer into suitable business model approaches [12].<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Federated Service Engineering: A development methodology<\/h2>\n\n\n\n<p>With a view to the explorative research nature of Gaia-X as a technological development approach, process models for service development in the mobility context based on use cases have so far been the main focus [e.g. 13]. Agile use-case modeling is becoming increasingly important. It serves as a key component for combining the complex requirements of business experts with IT solution approaches. <\/p>\n\n\n\n<p>Such use cases are often represented in graphical and standardized modeling languages such as the Unified Modeling Language (UML) found in ISO\/IEC 19505. Corresponding UML tools support the specification, documentation and visualization of complex software systems and are used in particular due to their flexible properties. However, a key challenge here is bridging the conceptual and terminological gap between these disciplines. UML models are often not sufficiently precise if they are not supplemented with additional semantic descriptions that are attached to the graphical symbols [14].<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">FSE methodology<\/h2>\n\n\n\n<p>Without a predefined structure for these textual additions, the interpretation of the use cases is often not productive. The establishment of a consistent linguistic vocabulary created the basis for a more precise detailing of the use cases modeled in UML. The development methodology for innovative mobility applications shown in Fig. 1, based on [15], was adapted for implementation as part of the consortium\u2019s research. This showcases Federated Service Engineering (FSE) in five process steps, and a prototype development with initial applications through fine-grained sub-use cases, taking into account requirements from a real operational and development technology perspective for the participating organizations is realized.<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"404\" src=\"https:\/\/industry-science.com\/wp-content\/uploads\/2024\/05\/1-1-1024x404.png\" alt=\"\" class=\"wp-image-103348\" srcset=\"https:\/\/industry-science.com\/wp-content\/uploads\/2024\/05\/1-1-1024x404.png 1024w, https:\/\/industry-science.com\/wp-content\/uploads\/2024\/05\/1-1-510x201.png 510w, https:\/\/industry-science.com\/wp-content\/uploads\/2024\/05\/1-1-64x25.png 64w, https:\/\/industry-science.com\/wp-content\/uploads\/2024\/05\/1-1-764x301.png 764w, https:\/\/industry-science.com\/wp-content\/uploads\/2024\/05\/1-1-768x303.png 768w, https:\/\/industry-science.com\/wp-content\/uploads\/2024\/05\/1-1-514x203.png 514w, https:\/\/industry-science.com\/wp-content\/uploads\/2024\/05\/1-1.png 1204w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\"><em><br><em>Figure 1: Framework of the FSE development methodology (based on [15]).<\/em><\/em><\/figcaption><\/figure>\n\n\n\n<p>Based on the (1) conception of use cases, the development project is first motivated from a practical perspective. In step (2), the underlying service requirements for the execution of the application are specified. This is followed by (3) selection of the federated Gaia-X services, which are provided as open source [16]. Subsequently, in step (4), the technical requirements for the infrastructure for the operation of the services are identified and evaluated by developers. Finally, in step (5), prototype applications are implemented, which are evaluated by users as part of an iterative process and are recursively linked to the use cases. The use cases also form the basis for economic objectives and success factors for Gaia-X-specific business models, which are flanked by the development methodology. The process steps mentioned are specified below.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Step 1: Conception of (sub-)use cases<\/h2>\n\n\n\n<p>In the first step of designing the use cases, the importance of a standardized language vocabulary becomes clear: It enables a more precise and focused description of the use cases and lays the foundation for cascading different levels of consideration in order to break functional descriptions down to the level of technical capabilities (Fig. 2). <\/p>\n\n\n\n<p>For this process, the <em>SERVUS <\/em>method according to [14] was used as a methodological framework to link the different levels of use case modeling up to the definition of technical capabilities. The method describes various artifacts that are linked to each other. User stories represent the everyday or business language of the stakeholders, which are refined via granular sub-use cases. Specific requirements and functional capabilities support a targeted selection of technologies that are precisely tailored to the requirements of the respective sub-use case.<\/p>\n\n\n\n<figure class=\"wp-block-image size-large is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"515\" src=\"https:\/\/industry-science.com\/wp-content\/uploads\/2024\/05\/2-3-1024x515.png\" alt=\"\" class=\"wp-image-103351\" style=\"width:728px;height:auto\" srcset=\"https:\/\/industry-science.com\/wp-content\/uploads\/2024\/05\/2-3-1024x515.png 1024w, https:\/\/industry-science.com\/wp-content\/uploads\/2024\/05\/2-3-510x256.png 510w, https:\/\/industry-science.com\/wp-content\/uploads\/2024\/05\/2-3-64x32.png 64w, https:\/\/industry-science.com\/wp-content\/uploads\/2024\/05\/2-3-746x375.png 746w, https:\/\/industry-science.com\/wp-content\/uploads\/2024\/05\/2-3-768x386.png 768w, https:\/\/industry-science.com\/wp-content\/uploads\/2024\/05\/2-3-514x258.png 514w, https:\/\/industry-science.com\/wp-content\/uploads\/2024\/05\/2-3.png 1032w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\"><em>Figure 2: Cascading of (sub-)use cases and derivation of requirements in the use case [own illustration].<\/em><\/figcaption><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">Step 2: Definition of service requirements<\/h2>\n\n\n\n<p>The definition of concrete service requirements is an iterative process that requires close collaboration between all stakeholders in order to optimize the translation of functional requirements into technical specifications. This ensures that the developed systems are not only technically feasible, but also in line with the strategic business objectives.<\/p>\n\n\n\n<p>In collaboration with the project partners, the assets and their data structures were analyzed and a comprehensive data management and flow analysis was carried out in the areas of fleet management, capacity and occupancy planning, transport requirements, data orchestration and provisioning. The insights gained from the requirements analysis form the basis for the development of an overall architecture that enables the support and implementation of innovative concepts for freight transportation services. Using standardized sub-use case templates, service requirements are linked to functional and technical requirements through user stories and supplemented by categorized descriptions in a repository (e.g. Gitlab) (Figure 3).<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"502\" src=\"https:\/\/industry-science.com\/wp-content\/uploads\/2024\/05\/3-2-1024x502.png\" alt=\"\" class=\"wp-image-103353\" srcset=\"https:\/\/industry-science.com\/wp-content\/uploads\/2024\/05\/3-2-1024x502.png 1024w, https:\/\/industry-science.com\/wp-content\/uploads\/2024\/05\/3-2-510x250.png 510w, https:\/\/industry-science.com\/wp-content\/uploads\/2024\/05\/3-2-64x31.png 64w, https:\/\/industry-science.com\/wp-content\/uploads\/2024\/05\/3-2-764x376.png 764w, https:\/\/industry-science.com\/wp-content\/uploads\/2024\/05\/3-2-768x376.png 768w, https:\/\/industry-science.com\/wp-content\/uploads\/2024\/05\/3-2-514x252.png 514w, https:\/\/industry-science.com\/wp-content\/uploads\/2024\/05\/3-2.png 1124w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\"><em><br><em>Figure 3: Sub-use case template and user story integration in Gitlab [own illustration].<\/em><\/em><\/figcaption><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">Step 3: Selection of Gaia-X components<\/h2>\n\n\n\n<p>The existing description of the sub-use cases enables a detailed analysis of the technical requirements regarding access controls and data usage controls, which have priority in the design and development of data room infrastructures. The sub-use cases describe specific requirements for data sovereignty and for data access and usage control requirements. Using the evaluation matrix illustrated in Figure 4, these requirements are linked to the performance characteristics of the Gaia-X components provided. <\/p>\n\n\n\n<p>The components are developed and provided as federated basic services that are intended to enable interoperable and secure data exchange [16]. As a result, the service requirements are first checked and the services are consolidated. The Gaia-X components are then evaluated in terms of their benefits and applicability, before a selection decision is finally made in interdisciplinary teams in order to fulfill the identified requirements with regard to data sovereignty.<\/p>\n\n\n\n<figure class=\"wp-block-image size-large is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"606\" src=\"https:\/\/industry-science.com\/wp-content\/uploads\/2024\/05\/4-4-1024x606.png\" alt=\"\" class=\"wp-image-103355\" style=\"width:743px;height:auto\" srcset=\"https:\/\/industry-science.com\/wp-content\/uploads\/2024\/05\/4-4-1024x606.png 1024w, https:\/\/industry-science.com\/wp-content\/uploads\/2024\/05\/4-4-510x302.png 510w, https:\/\/industry-science.com\/wp-content\/uploads\/2024\/05\/4-4-64x38.png 64w, https:\/\/industry-science.com\/wp-content\/uploads\/2024\/05\/4-4-634x375.png 634w, https:\/\/industry-science.com\/wp-content\/uploads\/2024\/05\/4-4-768x454.png 768w, https:\/\/industry-science.com\/wp-content\/uploads\/2024\/05\/4-4-493x292.png 493w, https:\/\/industry-science.com\/wp-content\/uploads\/2024\/05\/4-4.png 1259w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\"><em>Figure 4: Example evaluation matrix with selected Gaia-X components for the services for the use case [own illustration].<\/em><\/figcaption><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">Step 4: Analysis of technical requirements<\/h2>\n\n\n\n<p>The next step is to model sequence diagrams to derive a technology selection, especially for hosting the Gaia-X components. These diagrams are crucial to visualizing the interactions between different system components and actors in the context of the defined sub-use cases. They provide an abstracted representation of how data and requests flow through the system and provide clarity regarding the communication patterns between the different Gaia-X components and services.<\/p>\n\n\n\n<p>By visualizing these interactions in sequence diagrams, developers and architects can select the appropriate Gaia-X components more precisely (Figure 5). This selection is based not only on the general requirements of the sub-use cases, but also on the specific interaction patterns and data flows shown in the diagrams. This enables a more targeted and efficient integration of the Gaia-X components into the overall architecture of the project and also supports decision-making on functional and non-functional performance characteristics of the required infrastructures.<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"598\" src=\"https:\/\/industry-science.com\/wp-content\/uploads\/2024\/04\/Heinbach_I4S_2-24_Bild-5-1024x598.jpg\" alt=\"Sequenzdiagramm f\u00fcr die Sub-Use-Cases mit den Gaia-X-Phasen Onboarding und Service-Offering.\" class=\"wp-image-102618\" srcset=\"https:\/\/industry-science.com\/wp-content\/uploads\/2024\/04\/Heinbach_I4S_2-24_Bild-5-1024x598.jpg 1024w, https:\/\/industry-science.com\/wp-content\/uploads\/2024\/04\/Heinbach_I4S_2-24_Bild-5-510x298.jpg 510w, https:\/\/industry-science.com\/wp-content\/uploads\/2024\/04\/Heinbach_I4S_2-24_Bild-5-64x37.jpg 64w, https:\/\/industry-science.com\/wp-content\/uploads\/2024\/04\/Heinbach_I4S_2-24_Bild-5-642x375.jpg 642w, https:\/\/industry-science.com\/wp-content\/uploads\/2024\/04\/Heinbach_I4S_2-24_Bild-5-768x449.jpg 768w, https:\/\/industry-science.com\/wp-content\/uploads\/2024\/04\/Heinbach_I4S_2-24_Bild-5-500x292.jpg 500w, https:\/\/industry-science.com\/wp-content\/uploads\/2024\/04\/Heinbach_I4S_2-24_Bild-5.jpg 1113w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\"><em><em>Figure 5: Sequence diagram for the sub-use cases with the Gaia-X phases \u201cOnboarding\u201d and \u201cService offering\u201d [own illustration].<\/em><\/em><\/figcaption><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">Step 5: Service implementation<\/h2>\n\n\n\n<p>In the context of agile and iterative development, the construct of a minimal viable demonstrator (MVD) is a crucial tool that builds the bridge from conception to prototype usability [17]. As part of the implementation, the MVD embodies the essence of the development project in its most rudimentary form. It is designed to demonstrate the central functions of the planned end product without necessitating full development of all features. This approach makes it possible to create an initial functional prototype that offers enough substance to be evaluated by users without full development having already taken place. <\/p>\n\n\n\n<p>The MVD not only serves as a proof-of-concept, but also as a basis for collecting user feedback. This feedback is essential to ensuring that the end product meets the actual needs and expectations of users. The iterative approach, in which the MVD is continuously improved based on user feedback and recursive connections to the sub-use cases, produces a result that fulfills both the functional and non-functional requirements of the specific sub-use cases. In this respect, the MVD makes it possible to compare specific requirements from the point of view of technical experts and of IT, thus laying the foundation for the successful realization of the overall project.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Implications for practice<\/h2>\n\n\n\n<p>For the mobility industry, the European interoperable data infrastructure based on Gaia-X, which is currently under development, is associated with new solution offerings that meet the existing challenges for secure and self-determined data exchange. Achieving this goal requires a structured approach to be undertaken at the level of user-oriented applications in order to develop relevant services for the participating organizations. <\/p>\n\n\n\n<p>Against this background, this article has presented a development methodology based on ongoing Gaia-X research that supports the realization of federated services with the help of use cases. As a result, an FSE comprises five process steps and promotes interdisciplinary cooperation between the organizations involved in the data space at different levels. This enables fleet operators in the field of local passenger and freight transport to systematically design applications together with technology and software providers and thus benefit operationally from the added value of using Gaia-X.<\/p>\n\n\n\n<p>The iterative approach in the methodology ensures consistent testing of technical service requirements and evaluation by users in practice. The envisaged development result in the form of an MVD promotes the transfer to a Gaia-X-supported business model, which is addressed at the use-case level through economic goals and concrete success factors. The individual process steps thus provide the initial impetus for targeted communication in interdisciplinary development teams. <\/p>\n\n\n\n<p>Practitioners, technical developers and researchers are therefore able to use Gaia-X as an active development environment for individual MVD developments across sectors. This is associated with further potential in the area of vehicle-oriented data usability in data ecosystems, which, in addition to individualized offers, also enables future configuration of (cataloged) services for user based on fleets.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Prospects for research and development<\/h2>\n\n\n\n<p>This article discusses a development methodology that supports the service-oriented realization of mobility applications based on use cases with Gaia-X in the context of evolving decentralized data ecosystems. The authors present a federated service engineering (FSE) in five steps: (1) conception of (sub-) use cases, (2) definition of service requirements, (3) selection of Gaia-X components, (4) analysis of technical requirements and (5) service implementation. The structured and interdisciplinary nature of the methodology enables the development of federated services with a high degree of application orientation. <\/p>\n\n\n\n<p>In this respect, the FSE methodology offers the opportunity to accelerate the practical transfer from prototype development to innovative Gaia-X business models (e.g. marketplace-oriented data offerings). With regard to current research and development projects with Gaia-X, a further differentiation of concrete value creation potential in individual domains can be expected. Against this background, the regulatory framework and the results of the article provide important impulses for design-oriented research with practical application, which can be adapted and further developed, for example, in future consortium research projects.<\/p>\n\n\n\n<p><em><em>This article was created as part of the Gaia-X 4 ROMS project &#8211; Support and Remote Operation of Automated and Networked Mobility Services (Grant number: 19S21005C). The joint project is funded by the Federal Ministry of Economics and Climate Protection (BMWK). Responsibility for the content of this article lies with the authors.<\/em><\/em><\/p>\n<hr><div class=\"gito-pub-content-bibliography\"><h2>Bibliography <\/h2>[1] Heinbach, C.; G\u00f6sling, H.; Meier, P; Thomas, O.: Smart Managed Freight Fleet: Ein automatisiertes und vernetztes Flottenmanagement in einem f\u00f6derierten Daten\u00f6kosystem. In: HMD Praxis der Wirtschaftsinformatik 60 (2023) 1, S. 193-213.\r<br>[2] Hanselka, H.; Hassel, A.; H\u00f6lzle, K.; Riemensperger, F.: Zukunft der Wertsch\u00f6pfung. Impulspapier, Hightech-Forum (2020).\r<br>[3] BMWi: Das Projekt GAIA-X &#8211; Eine vernetzte Dateninfrastruktur als Wiege eines vitalen, europ\u00e4ischen \u00d6kosystems. URL: www.bmwk.de\/Redaktion\/DE\/Publikationen\/Digitale-Welt\/das-projekt-gaia-x.html, Abrufdatum 04.03.2024.\r<br>[4] Otto, B.: GAIA-X and IDS (1.0). Zenodo (2021).\r<br>[5] Reiberg, A.; Niebel, C.; Kraemer, P.: Was ist ein Datenraum? Definition des Konzeptes Datenraum. Gaia-X Hub Germany, Whitepaper 1\/2022 (2022).\r<br>[6] Kraemer, P.; Niebel, C.; Reiberg, A.: Gaia-X und Gesch\u00e4ftsmodelle: Typen und Beispiele. Gaia-X Hub Germany, Whitepaper 1\/2023 (2023).\r<br>[7] Catena-X Automotive Network e.V.: Die L\u00f6sung: Catena-X!. 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URL: https:\/\/www.bmwk.de\/Redaktion\/DE\/Publikationen\/Digitale-Welt\/gaia-x-das-europaeische-projekt-startet-in-die-naechste-phase.html, Abrufdatum 04.03.2024.\r<br>[13] Konietzko, E.; Tanrikulu, C.; Schwarz, F.; Lindow, K.; Heinbach, C. et al.: How to Gaia-X? \u2013 Ein Vorgehensmodell zur erfolgreichen Teilnahme an interoperablen und dezentralen Daten\u00f6kosystemen am Beispiel von Gaia-X. In: Industrie 4.0 Management 38 (2022) 6, S. 54-58.\r<br>[14] Usl\u00e4nder, T.; Batz, T.: Agile Service Engineering in the Industrial Internet of Things. In: Future Internet 10 (2018) 100, S. 1-18.\r<br>[15] Thomas, O.; Walter, P.; Loos, P.: Product-Service Systems: Konstruktion und Anwendung einer Entwicklungsmethodik. In: Wirtschaftsinformatik 50 (2008) 3, S. 208-219.\r<br>[16] eco \u2013 Verband der Internetwirtschaft e.V. (2023): Implementation. URL: https:\/\/www.gxfs.eu\/implementation\/, Abrufdatum 04.03.2024.\r<br>[17] Kremer, M.; Pohling, L.; G\u00f6sling, G.; Heinbach, C.; Sachweh, T. et al.: An Intelligent Arrival Time Prediction Service in a Federated Data Ecosystem: The Minimum Viable Demonstrator of the GAIA-X 4 ROMS Research Project. In: SSRN Electronic Journal (2023), Paper 4331859.<\/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=\"103345\" data-userid =\"0\" data-filename=\"I4S_02-2024_DE_Heinbach.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\/automobilwirtschaft\/\">Automobilwirtschaft<\/a><\/span> <span class=\"gito-pub-tag-element\"><a href=\"\/tag\/automobilwirtschaft-en\/\">Automobilwirtschaft<\/a><\/span> <span class=\"gito-pub-tag-element\"><a href=\"\/tag\/automotive-industry\/\">automotive industry<\/a><\/span> <span class=\"gito-pub-tag-element\"><a href=\"\/tag\/business-models\/\">business models<\/a><\/span> <span class=\"gito-pub-tag-element\"><a href=\"\/tag\/data-economy\/\">Data economy<\/a><\/span> <span class=\"gito-pub-tag-element\"><a href=\"\/tag\/data-protection\/\">data protection<\/a><\/span> <span class=\"gito-pub-tag-element\"><a href=\"\/tag\/datenoekonomie-en\/\">Daten\u00f6konomie<\/a><\/span> <span class=\"gito-pub-tag-element\"><a href=\"\/tag\/datenoekonomie\/\">Daten\u00f6konomie<\/a><\/span> <span class=\"gito-pub-tag-element\"><a href=\"\/tag\/datenschutz-en\/\">Datenschutz<\/a><\/span> <span class=\"gito-pub-tag-element\"><a href=\"\/tag\/digital-sovereignty\/\">digital sovereignty<\/a><\/span> <span class=\"gito-pub-tag-element\"><a href=\"\/tag\/digitale-souveraenitaet-en\/\">Digitale Souver\u00e4nit\u00e4t<\/a><\/span> <span class=\"gito-pub-tag-element\"><a href=\"\/tag\/digitalisation\/\">digitalisation<\/a><\/span> <span class=\"gito-pub-tag-element\"><a href=\"\/tag\/digitalisierung\/\">Digitalisierung<\/a><\/span> <span class=\"gito-pub-tag-element\"><a href=\"\/tag\/digitalisierung-en\/\">Digitalisierung<\/a><\/span> <span class=\"gito-pub-tag-element\"><a href=\"\/tag\/federated-service-engineering-en\/\">Federated Service Engineering<\/a><\/span> <span class=\"gito-pub-tag-element\"><a href=\"\/tag\/gaia-x-en\/\">gaia-x<\/a><\/span> <span class=\"gito-pub-tag-element\"><a href=\"\/tag\/geschaeftsmodelle-en\/\">Gesch\u00e4ftsmodelle<\/a><\/span> <span class=\"gito-pub-tag-element\"><a href=\"\/tag\/geschaeftsmodelle\/\">Gesch\u00e4ftsmodelle<\/a><\/span> <span class=\"gito-pub-tag-element\"><a href=\"\/tag\/innovation-en\/\">Innovation<\/a><\/span> <span class=\"gito-pub-tag-element\"><a href=\"\/tag\/interoperabilitaet\/\">Interoperabilit\u00e4t<\/a><\/span> <span class=\"gito-pub-tag-element\"><a href=\"\/tag\/interoperabilitaet-en\/\">Interoperabilit\u00e4t<\/a><\/span> <span class=\"gito-pub-tag-element\"><a href=\"\/tag\/interoperability\/\">interoperability<\/a><\/span> <span class=\"gito-pub-tag-element\"><a href=\"\/tag\/mobilitaet-en\/\">Mobilit\u00e4t<\/a><\/span> <span class=\"gito-pub-tag-element\"><a href=\"\/tag\/mobility\/\">mobility<\/a><\/span> <span class=\"gito-pub-tag-element\"><a href=\"\/tag\/nachhaltigkeit\/\">Nachhaltigkeit<\/a><\/span> <span class=\"gito-pub-tag-element\"><a href=\"\/tag\/nachhaltigkeit-en\/\">Nachhaltigkeit<\/a><\/span> <span class=\"gito-pub-tag-element\"><a href=\"\/tag\/open-data-en\/\">Open Data<\/a><\/span> <span class=\"gito-pub-tag-element\"><a href=\"\/tag\/standardisation\/\">standardisation<\/a><\/span> <span class=\"gito-pub-tag-element\"><a href=\"\/tag\/standardisierung\/\">Standardisierung<\/a><\/span> <span class=\"gito-pub-tag-element\"><a href=\"\/tag\/standardisierung-en\/\">Standardisierung<\/a><\/span> <span class=\"gito-pub-tag-element\"><a href=\"\/tag\/sustainability\/\">sustainability<\/a><\/span> <span class=\"gito-pub-tag-element\"><a href=\"\/tag\/use-cases-en\/\">use cases<\/a><\/span> <span class=\"gito-pub-tag-element\"><a href=\"\/tag\/value-creation\/\">value creation<\/a><\/span> <span class=\"gito-pub-tag-element\"><a href=\"\/tag\/wertschoepfung\/\">Wertsch\u00f6pfung<\/a><\/span> <span class=\"gito-pub-tag-element\"><a href=\"\/tag\/wertschoepfung-en\/\">Wertsch\u00f6pfung<\/a><\/span> <\/div><div><div class=\"social-icons share-icons share-row relative\" ><a href=\"whatsapp:\/\/send?text=Federated%20Service%20Engineering - https:\/\/industry-science.com\/en\/articles\/federated-service-engineering\/\" 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\/federated-service-engineering\/\" 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\/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\/human-centered-ai-adoption\/\">\n         <div class=\"gito-pub-frontend-post-card-row\">         <div class=\"gito-pub-frontend-post-card-column gito-pub-frontend-post-card-column-image\">\n            <picture>\n               <source media=\"(max-width:640px)\" srcset=\"https:\/\/industry-science.com\/wp-content\/uploads\/2025\/09\/Kuhlenkoetter_AdobeStock_1294660640_typepng-640x325.jpg\">\n               <source media=\"(min-width:641px)\" srcset=\"https:\/\/industry-science.com\/wp-content\/uploads\/2025\/09\/Kuhlenkoetter_AdobeStock_1294660640_typepng-196x180.jpg\">\n               <img decoding=\"async\" class=\"gito-pub-frontend-post-card-image\" src=\"https:\/\/industry-science.com\/wp-content\/uploads\/2025\/09\/Kuhlenkoetter_AdobeStock_1294660640_typepng-196x180.jpg\" alt=\"Towards Human-Centered Industrial AI Adoption\">\n            <\/picture>\n         <\/div>\n            <div class=\"gito-pub-frontend-post-card-column\">               <div class=\"ellipsis\" style=\"height:166px !important;overflow:hidden;\" title=\"Towards Human-Centered Industrial AI Adoption\">                  <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;\">Towards Human-Centered Industrial AI Adoption<\/h4>\n                        <div class=\"gito-pub-frontend-post-card-subtitle\">A reference architecture for machine vision demonstrators<\/div>                        <div class=\"gito-pub-frontend-post-card-author\"><a href=\"\/authors\/dominik-arnold\/\">Dominik Arnold<\/a> <a href=\"https:\/\/orcid.org\/0000-0002-2021-559X\" 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\/florian-buelow\/\">Florian B\u00fclow<\/a> <a href=\"https:\/\/orcid.org\/0000-0002-8453-766X\" 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\/bernd-kuhlenkoetter-en\/\">Bernd Kuhlenk\u00f6tter<\/a> <a href=\"https:\/\/orcid.org\/0000-0002-5015-7490\" 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                     Despite its potential, the introduction of artificial intelligence (AI) in industry is often delayed, primarily due to perceived complexity, high costs, and a lack of expertise. This article presents a modular demonstrator reference architecture that provides practical, low-cost access to industrial AI applications. Developed within a design science research approach, it specifically supports experimentation, learning, and gradual integration into existing production processes. The focus is on machine vision, implemented using cost-effective hardware and open-source software. Its applicability is demonstrated in three scenarios: quality control, chip classification, and in-company training. Initial evaluations confirm the technical feasibility, didactic relevance, and transferability to a variety of industrial contexts.                  <\/div>\n               <\/div>\n               <div class=\"gito-pub-frontend-post-card-scientific\"><strong>Industry 4.0 Science<\/strong> | Volume 41 | 2025 | Edition 5 | Pages 152-160 | DOI <a style=\"font-weight:bold !important;\" href=\"https:\/\/doi.org\/10.30844\/I4SE.25.5.146\" target=\"_blank\" rel=\"noopener\">10.30844\/I4SE.25.5.146<\/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\/business-models-intralogistics\/\">\n         <div class=\"gito-pub-frontend-post-card-row\">         <div class=\"gito-pub-frontend-post-card-column gito-pub-frontend-post-card-column-image\">\n            <picture>\n               <source media=\"(max-width:640px)\" srcset=\"https:\/\/industry-science.com\/wp-content\/uploads\/2025\/08\/AdobeStock_1130381396-640x325.webp\">\n               <source media=\"(min-width:641px)\" srcset=\"https:\/\/industry-science.com\/wp-content\/uploads\/2025\/08\/AdobeStock_1130381396-196x180.webp\">\n               <img decoding=\"async\" class=\"gito-pub-frontend-post-card-image\" src=\"https:\/\/industry-science.com\/wp-content\/uploads\/2025\/08\/AdobeStock_1130381396-196x180.webp\" alt=\"Smart Business Models in Intralogistics\">\n            <\/picture>\n         <\/div>\n            <div class=\"gito-pub-frontend-post-card-column\">               <div class=\"ellipsis\" style=\"height:166px !important;overflow:hidden;\" title=\"Smart Business Models in Intralogistics\">                  <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;\">Smart Business Models in Intralogistics<\/h4>\n                        <div class=\"gito-pub-frontend-post-card-subtitle\">A service-oriented approach to customized logistics solutions<\/div>                        <div class=\"gito-pub-frontend-post-card-author\"><a href=\"\/authors\/anja-wiebusch-en\/\">Anja Wiebusch<\/a>, <a href=\"\/authors\/niklas-wilkowski\/\">Niklas Wilkowski<\/a><\/div>\n                        <\/td>\n                     <\/tr>\n                  <\/table>\n                  <div class=\"gito-pub-frontend-post-card-text\">\n                     Equipment-as-a-Service (EaaS) enables logistics companies to offer their customers tailored solutions, helping them to remain flexible and reduce costs as well as risks even in difficult times. Customers no longer pay for the object itself but only for the service provided, such as the usage time of a forklift truck. This allows them to focus on their core competencies and convert high investment costs into more flexible operating costs [1]. High capital commitment and the risk of underutilization of machines can thus be avoided and transferred to the logistics provider. This article examines the adjustments that logistics providers must make to accommodate this business model as well as some possible use cases.                  <\/div>\n               <\/div>\n               <div class=\"gito-pub-frontend-post-card-scientific\"><strong>Industry 4.0 Science<\/strong> | Volume 41 | Edition 4 | Pages 30-35<\/div>            <\/div>\n         <\/div>\n      <\/a>\n   <\/div>\n   <div class=\"gito-pub-frontend-post-card gito-pub-flex-item gito-pub-flex-item-1\">\n      <a href=\"https:\/\/industry-science.com\/en\/articles\/learning-factories\/\">\n         <div class=\"gito-pub-frontend-post-card-row\">         <div class=\"gito-pub-frontend-post-card-column gito-pub-frontend-post-card-column-image\">\n            <picture>\n               <source media=\"(max-width:640px)\" srcset=\"https:\/\/industry-science.com\/wp-content\/uploads\/2025\/06\/Anselmann_Beitragsbild-640x325.webp\">\n               <source media=\"(min-width:641px)\" srcset=\"https:\/\/industry-science.com\/wp-content\/uploads\/2025\/06\/Anselmann_Beitragsbild-196x180.webp\">\n               <img decoding=\"async\" class=\"gito-pub-frontend-post-card-image\" src=\"https:\/\/industry-science.com\/wp-content\/uploads\/2025\/06\/Anselmann_Beitragsbild-196x180.webp\" alt=\"Hybrid Learning Landscapes for Technical Concepts\">\n            <\/picture>\n         <\/div>\n            <div class=\"gito-pub-frontend-post-card-column\">               <div class=\"ellipsis\" style=\"height:166px !important;overflow:hidden;\" title=\"Hybrid Learning Landscapes for Technical Concepts\">                  <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;\">Hybrid Learning Landscapes for Technical Concepts<\/h4>\n                        <div class=\"gito-pub-frontend-post-card-subtitle\">The digitalization of training via practical concepts and targeted networking<\/div>                        <div class=\"gito-pub-frontend-post-card-author\"><a href=\"\/authors\/sebastian-anselmann\/\">Sebastian Anselmann<\/a> <a href=\"https:\/\/orcid.org\/0000-0002-7248-621X\" 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\/jessica-waedt\/\">Jessica W\u00e4dt<\/a>, <a href=\"\/authors\/uwe-fasshauer\/\">Uwe Fa\u00dfhauer<\/a> <a href=\"https:\/\/orcid.org\/0000-0002-0131-2896\" 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\/learning-factories\/\" 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>The L\u00e4nder- und Phasen\u00fcbergreifende Interface (LPI) (engl. Cross-Regional and Cross-Phase Interface) promotes the sustainable digitalization of vocational and technical education through the systematic provision of expertise and innovative networking formats. The focus is on hybrid learning landscapes (HLL), which interlink physical and digital learning spaces to create individualized, practical learning environments. Innovative approaches such as learning factories, VR\/AR and learning analytics are integrated.                  <\/div>\n               <\/div>\n               <div class=\"gito-pub-frontend-post-card-scientific\"><strong>Industry 4.0 Science<\/strong> | Volume 41 | Edition 3 | Pages 126-132<\/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\/the-advantages-of-microservices\/\">\n         <div class=\"gito-pub-frontend-post-card-row\">         <div class=\"gito-pub-frontend-post-card-column gito-pub-frontend-post-card-column-image\">\n            <picture>\n               <source media=\"(max-width:640px)\" srcset=\"https:\/\/industry-science.com\/wp-content\/uploads\/2025\/02\/AdobeStock_933903742-min-640x325.jpeg\">\n               <source media=\"(min-width:641px)\" srcset=\"https:\/\/industry-science.com\/wp-content\/uploads\/2025\/02\/AdobeStock_933903742-min-196x180.jpeg\">\n               <img decoding=\"async\" class=\"gito-pub-frontend-post-card-image\" src=\"https:\/\/industry-science.com\/wp-content\/uploads\/2025\/02\/AdobeStock_933903742-min-196x180.jpeg\" alt=\"The Advantages of Microservices\">\n            <\/picture>\n         <\/div>\n            <div class=\"gito-pub-frontend-post-card-column\">               <div class=\"ellipsis\" style=\"height:166px !important;overflow:hidden;\" title=\"The Advantages of Microservices\">                  <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;\">The Advantages of Microservices<\/h4>\n                        <div class=\"gito-pub-frontend-post-card-subtitle\">An examination of current literature on its application in companies<\/div>                        <div class=\"gito-pub-frontend-post-card-author\"><a href=\"\/authors\/korvin-lemke\/\">Korvin Lemke<\/a> <a href=\"https:\/\/orcid.org\/0009-0000-4208-8053\" 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\/ralph-riedel-en\/\">Ralph Riedel<\/a> <a href=\"https:\/\/orcid.org\/0000-0002-3704-8230\" 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 intensive use of the term microservice calls for a theoretical analysis of the technology. Since service-oriented architecture approaches have produced rather disappointing results, the focus should be on the advantages of microservices. This article questions which principles justify the use of microservices as a system architecture. So far, some of the advantages mentioned in the examined literature have not been further explained or defined. There is also a lack of key figures for measuring success.                  <\/div>\n               <\/div>\n               <div class=\"gito-pub-frontend-post-card-scientific\"><strong>Industry 4.0 Science<\/strong> | Volume 41 | 2025 | Edition 1 | Pages 50-59<\/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\/cloud-agnostic-paas\/\">\n         <div class=\"gito-pub-frontend-post-card-row\">         <div class=\"gito-pub-frontend-post-card-column gito-pub-frontend-post-card-column-image\">\n            <picture>\n               <source media=\"(max-width:640px)\" srcset=\"https:\/\/industry-science.com\/wp-content\/uploads\/2025\/02\/AdobeStock_216677714-min-640x325.jpeg\">\n               <source media=\"(min-width:641px)\" srcset=\"https:\/\/industry-science.com\/wp-content\/uploads\/2025\/02\/AdobeStock_216677714-min-196x180.jpeg\">\n               <img decoding=\"async\" class=\"gito-pub-frontend-post-card-image\" src=\"https:\/\/industry-science.com\/wp-content\/uploads\/2025\/02\/AdobeStock_216677714-min-196x180.jpeg\" alt=\"Cloud-Agnostic Platform-as-a-Service (PaaS)\">\n            <\/picture>\n         <\/div>\n            <div class=\"gito-pub-frontend-post-card-column\">               <div class=\"ellipsis\" style=\"height:166px !important;overflow:hidden;\" title=\"Cloud-Agnostic Platform-as-a-Service (PaaS)\">                  <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;\">Cloud-Agnostic Platform-as-a-Service (PaaS)<\/h4>\n                        <div class=\"gito-pub-frontend-post-card-subtitle\">An approach to prevent vendor lock-in<\/div>                        <div class=\"gito-pub-frontend-post-card-author\"><a href=\"\/authors\/prof\/\">Jens Kohler<\/a> <a href=\"https:\/\/orcid.org\/0000-0003-3874-8412\" 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                     Modern cloud architectures benefit, among other things, from improved availability due to different cloud locations and greater flexible scalability due to the theoretically unlimited computing power of the cloud. However, in addition to challenges regarding data protection and data security, companies are increasingly concerned about the growing dependency on their cloud provider. In this article, we present a prototype implementation for switching between cloud services from different providers at the PaaS level.                  <\/div>\n               <\/div>\n               <div class=\"gito-pub-frontend-post-card-scientific\"><strong>Industry 4.0 Science<\/strong> | Volume 41 | 2025 | Edition 1 | Pages 68-73<\/div>            <\/div>\n         <\/div>\n      <\/a>\n   <\/div>\n<\/div>\n<!-- GITO_PUB_POST end flex-container -->\n","protected":false},"excerpt":{"rendered":"<p>The decentralized data ecosystem Gaia-X, which is currently under development, supports the future viability of the digital data economy in Europe. But how can relevant use cases be realized in Gaia-X from a service-oriented perspective? To answer this question, this article presents a methodology that describes a structured and interdisciplinary approach to service development in the ongoing Gaia-X 4 ROMS consortium research project [1]. In this project, federated services are realized in five processing steps on the basis of use cases. IT experts, software developers and industry users can leverage the model to efficiently coordinate the joint realization of use cases with Gaia-X and the goal of sovereign data exchange.<\/p>\n","protected":false},"featured_media":107462,"menu_order":0,"template":"","categories":[79167,79298],"tags":[79441,79445,68754,68534,79460,74003,79446,75909,79447,79461,79448,69497,69495,79449,79450,79451,79452,68529,79453,68965,79454,68968,79455,75531,68268,79356,79456,68764,68762,79457,68272,79458,71434,69183,79459],"product_cat":[],"topic":[79319],"technology":[],"knowhow":[],"industry":[],"writer":[83560,83722,83554],"content-type":[],"potential":[],"solution":[],"glossary":[],"class_list":{"0":"post-103345","1":"article","2":"type-article","3":"status-publish","4":"has-post-thumbnail","6":"category-design-en","7":"category-typeset","8":"tag-automobilwirtschaft","9":"tag-automobilwirtschaft-en","10":"tag-automotive-industry","11":"tag-business-models","12":"tag-data-economy","13":"tag-data-protection","14":"tag-datenoekonomie-en","15":"tag-datenoekonomie","16":"tag-datenschutz-en","17":"tag-digital-sovereignty","18":"tag-digitale-souveraenitaet-en","19":"tag-digitalisation","20":"tag-digitalisierung","21":"tag-digitalisierung-en","22":"tag-federated-service-engineering-en","23":"tag-gaia-x-en","24":"tag-geschaeftsmodelle-en","25":"tag-geschaeftsmodelle","26":"tag-innovation-en","27":"tag-interoperabilitaet","28":"tag-interoperabilitaet-en","29":"tag-interoperability","30":"tag-mobilitaet-en","31":"tag-mobility","32":"tag-nachhaltigkeit","33":"tag-nachhaltigkeit-en","34":"tag-open-data-en","35":"tag-standardisation","36":"tag-standardisierung","37":"tag-standardisierung-en","38":"tag-sustainability","39":"tag-use-cases-en","40":"tag-value-creation","41":"tag-wertschoepfung","42":"tag-wertschoepfung-en","43":"topic-platforms","44":"writer-christoph-heinbach-en","45":"writer-michael-pahl-en","46":"writer-oliver-thomas-en","47":"product","48":"first","49":"instock","50":"downloadable","51":"virtual","52":"sold-individually","53":"taxable","54":"purchasable","55":"product-type-article"},"uagb_featured_image_src":{"full":["https:\/\/industry-science.com\/wp-content\/uploads\/2024\/04\/AdobeStock_661654026-min.jpeg",1400,788,false],"thumbnail":["https:\/\/industry-science.com\/wp-content\/uploads\/2024\/04\/AdobeStock_661654026-min-150x150.jpeg",150,150,true],"medium":["https:\/\/industry-science.com\/wp-content\/uploads\/2024\/04\/AdobeStock_661654026-min-666x375.jpeg",666,375,true],"medium_large":["https:\/\/industry-science.com\/wp-content\/uploads\/2024\/04\/AdobeStock_661654026-min-768x432.jpeg",768,432,true],"large":["https:\/\/industry-science.com\/wp-content\/uploads\/2024\/04\/AdobeStock_661654026-min-1024x576.jpeg",1020,574,true],"front-page-entry":["https:\/\/industry-science.com\/wp-content\/uploads\/2024\/04\/AdobeStock_661654026-min-1032x320.jpeg",1032,320,true],"post-entry":["https:\/\/industry-science.com\/wp-content\/uploads\/2024\/04\/AdobeStock_661654026-min-764x376.jpeg",764,376,true],"post-teaser":["https:\/\/industry-science.com\/wp-content\/uploads\/2024\/04\/AdobeStock_661654026-min-392x320.jpeg",392,320,true],"post-teaser-mobile":["https:\/\/industry-science.com\/wp-content\/uploads\/2024\/04\/AdobeStock_661654026-min-608x496.jpeg",608,496,true],"post-custom-size":["https:\/\/industry-science.com\/wp-content\/uploads\/2024\/04\/AdobeStock_661654026-min-640x325.jpeg",640,325,true],"whitepaper-teaser":["https:\/\/industry-science.com\/wp-content\/uploads\/2024\/04\/AdobeStock_661654026-min-274x376.jpeg",274,376,true],"card-big":["https:\/\/industry-science.com\/wp-content\/uploads\/2024\/04\/AdobeStock_661654026-min-514x292.jpeg",514,292,true],"card-portrait":["https:\/\/industry-science.com\/wp-content\/uploads\/2024\/04\/AdobeStock_661654026-min-320x440.jpeg",320,440,true],"card-big-company":["https:\/\/industry-science.com\/wp-content\/uploads\/2024\/04\/AdobeStock_661654026-min-514x289.jpeg",514,289,true],"gp-listing":["https:\/\/industry-science.com\/wp-content\/uploads\/2024\/04\/AdobeStock_661654026-min-196x180.jpeg",196,180,true],"1536x1536":["https:\/\/industry-science.com\/wp-content\/uploads\/2024\/04\/AdobeStock_661654026-min.jpeg",1400,788,false],"2048x2048":["https:\/\/industry-science.com\/wp-content\/uploads\/2024\/04\/AdobeStock_661654026-min.jpeg",1400,788,false],"woocommerce_thumbnail":["https:\/\/industry-science.com\/wp-content\/uploads\/2024\/04\/AdobeStock_661654026-min-510x510.jpeg",510,510,true],"woocommerce_single":["https:\/\/industry-science.com\/wp-content\/uploads\/2024\/04\/AdobeStock_661654026-min-510x287.jpeg",510,287,true],"woocommerce_gallery_thumbnail":["https:\/\/industry-science.com\/wp-content\/uploads\/2024\/04\/AdobeStock_661654026-min-100x100.jpeg",100,100,true],"dgwt-wcas-product-suggestion":["https:\/\/industry-science.com\/wp-content\/uploads\/2024\/04\/AdobeStock_661654026-min-64x36.jpeg",64,36,true]},"uagb_author_info":{"display_name":"Andrea Wollweber","author_link":"https:\/\/industry-science.com\/en\/author\/"},"uagb_comment_info":0,"uagb_excerpt":"The decentralized data ecosystem Gaia-X, which is currently under development, supports the future viability of the digital data economy in Europe. But how can relevant use cases be realized in Gaia-X from a service-oriented perspective? To answer this question, this article presents a methodology that describes a structured and interdisciplinary approach to service development in&hellip;","_links":{"self":[{"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/article\/103345","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\/107462"}],"wp:attachment":[{"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/media?parent=103345"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/categories?post=103345"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/tags?post=103345"},{"taxonomy":"product_cat","embeddable":true,"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/product_cat?post=103345"},{"taxonomy":"topic","embeddable":true,"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/topic?post=103345"},{"taxonomy":"technology","embeddable":true,"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/technology?post=103345"},{"taxonomy":"knowhow","embeddable":true,"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/knowhow?post=103345"},{"taxonomy":"industry","embeddable":true,"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/industry?post=103345"},{"taxonomy":"writer","embeddable":true,"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/writer?post=103345"},{"taxonomy":"content-type","embeddable":true,"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/content-type?post=103345"},{"taxonomy":"potential","embeddable":true,"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/potential?post=103345"},{"taxonomy":"solution","embeddable":true,"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/solution?post=103345"},{"taxonomy":"glossary","embeddable":true,"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/glossary?post=103345"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}