[{"publication_status":"published","date_updated":"2026-10-01T12:25:52Z","intvolume":"        24","title":"Competence-Oriented Modular Workflow Design for Strategic Decisions","year":"2026","author":[{"id":"47565","first_name":"Iris","orcid":"0000-0001-5765-971X","last_name":"Gräßler","full_name":"Gräßler, Iris"},{"last_name":"Özcan","first_name":"Deniz","full_name":"Özcan, Deniz","id":"58595"}],"publication_identifier":{"isbn":["978-9-492859-40-2"]},"corporate_editor":["EUROSIS-ETI"],"main_file_link":[{"open_access":"1"}],"language":[{"iso":"eng"}],"abstract":[{"lang":"eng","text":"This research provides a method for designing competenceoriented, modular workflows that support strategic decisionmaking in strategic product planning (SPP) under conditions of uncertainty and time pressure. Increasing digitalization and data availability require decision support systems that integrate analytical models while being tailored to the competencies of decision-makers. Based on a systematic literature review and stakeholder workshops, eight success factors for competency-oriented workflow integration are identified, including modularity, traceability, interoperability, adaptability, handling uncertainty, and user acceptance. Based on these factors, a five-step method is developed that links business processes, data sources, evaluation criteria, visualization formats, and graphical workflow implementation. Strategic and technical decision logic are integrated into a unified, modular framework using graphical modeling environments. The method is validated in workshops and demonstrates its applicability in time-critical, multi-criteria decision contexts. The results show improved transparency, adaptability, and practical usability of datadriven decision processes that support robust and traceable business decisions. "}],"publication":"24th INTERNATIONAL INDUSTRIAL SIMULATION CONFERENCE ","keyword":["Workflow","Decision Support","Strategic Product Planning","Decision-making"],"type":"conference","department":[{"_id":"43"},{"_id":"9"},{"_id":"26"},{"_id":"152"}],"date_created":"2026-09-30T11:44:50Z","status":"public","conference":{"location":"San Sebastian, Spain","start_date":"2026-05-27","name":"24th Industrial Simulation Conference 2026 ","end_date":"2026-05-29"},"user_id":"58595","volume":24,"editor":[{"last_name":"Gonzalez","first_name":"Jose David Nunez","full_name":"Gonzalez, Jose David Nunez"},{"full_name":"Romay, Manuel Grana","first_name":"Manuel Grana","last_name":"Romay"}],"page":"73-80","_id":"67285","quality_controlled":"1","citation":{"ieee":"I. Gräßler and D. Özcan, “Competence-Oriented Modular Workflow Design for Strategic Decisions,” in <i>24th INTERNATIONAL INDUSTRIAL SIMULATION CONFERENCE </i>, San Sebastian, Spain, 2026, vol. 24, pp. 73–80.","apa":"Gräßler, I., &#38; Özcan, D. (2026). Competence-Oriented Modular Workflow Design for Strategic Decisions. In J. D. N. Gonzalez, M. G. Romay, &#38; EUROSIS-ETI (Eds.), <i>24th INTERNATIONAL INDUSTRIAL SIMULATION CONFERENCE </i> (Vol. 24, pp. 73–80).","chicago":"Gräßler, Iris, and Deniz Özcan. “Competence-Oriented Modular Workflow Design for Strategic Decisions.” In <i>24th INTERNATIONAL INDUSTRIAL SIMULATION CONFERENCE </i>, edited by Jose David Nunez Gonzalez, Manuel Grana Romay, and EUROSIS-ETI, 24:73–80, 2026.","short":"I. Gräßler, D. Özcan, in: J.D.N. Gonzalez, M.G. Romay, EUROSIS-ETI (Eds.), 24th INTERNATIONAL INDUSTRIAL SIMULATION CONFERENCE , 2026, pp. 73–80.","mla":"Gräßler, Iris, and Deniz Özcan. “Competence-Oriented Modular Workflow Design for Strategic Decisions.” <i>24th INTERNATIONAL INDUSTRIAL SIMULATION CONFERENCE </i>, edited by Jose David Nunez Gonzalez et al., vol. 24, 2026, pp. 73–80.","bibtex":"@inproceedings{Gräßler_Özcan_2026, title={Competence-Oriented Modular Workflow Design for Strategic Decisions}, volume={24}, booktitle={24th INTERNATIONAL INDUSTRIAL SIMULATION CONFERENCE }, author={Gräßler, Iris and Özcan, Deniz}, editor={Gonzalez, Jose David Nunez and Romay, Manuel Grana and EUROSIS-ETI}, year={2026}, pages={73–80} }","ama":"Gräßler I, Özcan D. Competence-Oriented Modular Workflow Design for Strategic Decisions. In: Gonzalez JDN, Romay MG, EUROSIS-ETI, eds. <i>24th INTERNATIONAL INDUSTRIAL SIMULATION CONFERENCE </i>. Vol 24. ; 2026:73-80."},"oa":"1"},{"publication":"AHFE International","abstract":[{"lang":"eng","text":"<jats:p>For foresightful strategic decisions in engineering and production, it is important to identify and classify operational engineering data inmanufacturing companies in terms of relevance and impact. Established methods like Scenario-Technique or roadmapping consider expertise of strategic decision-makers and central decision-making bodies by, for instance, workshops and interviews. There is no overarching approach for evaluating the variety of operational data sources and feed them into specific data processing pipelines targeting strategic decision support. Based on a systematic literature analysis and comprehensive industrial experience, requirements are derived. These requirements are used to develop a method to identify, classify and evaluate data for strategic decision-making. The method is validated in an industrial project. The aim is to exploit informal and fragmented data from operational levels into structured, transparent decision support for strategic players.</jats:p>"}],"date_created":"2026-09-30T11:30:36Z","department":[{"_id":"43"},{"_id":"9"},{"_id":"26"},{"_id":"152"}],"type":"conference","author":[{"id":"47565","orcid":"0000-0001-5765-971X","last_name":"Gräßler","first_name":"Iris","full_name":"Gräßler, Iris"},{"id":"58595","last_name":"Özcan","first_name":"Deniz","full_name":"Özcan, Deniz"}],"publication_identifier":{"issn":["2771-0718"]},"title":"Extended Exploitation of Data in Manufacturing Companies for Strategic Decision-Making","year":"2026","intvolume":"       237","publication_status":"published","date_updated":"2026-10-01T12:25:58Z","language":[{"iso":"eng"}],"main_file_link":[{"open_access":"1"}],"doi":"10.54941/ahfe1008175","citation":{"ieee":"I. Gräßler and D. Özcan, “Extended Exploitation of Data in Manufacturing Companies for Strategic Decision-Making,” in <i>AHFE International</i>, Paris, 2026, vol. 237, doi: <a href=\"https://doi.org/10.54941/ahfe1008175\">10.54941/ahfe1008175</a>.","apa":"Gräßler, I., &#38; Özcan, D. (2026). Extended Exploitation of Data in Manufacturing Companies for Strategic Decision-Making. <i>AHFE International</i>, <i>237</i>. <a href=\"https://doi.org/10.54941/ahfe1008175\">https://doi.org/10.54941/ahfe1008175</a>","chicago":"Gräßler, Iris, and Deniz Özcan. “Extended Exploitation of Data in Manufacturing Companies for Strategic Decision-Making.” In <i>AHFE International</i>, Vol. 237. AHFE International, 2026. <a href=\"https://doi.org/10.54941/ahfe1008175\">https://doi.org/10.54941/ahfe1008175</a>.","short":"I. Gräßler, D. Özcan, in: AHFE International, AHFE International, 2026.","mla":"Gräßler, Iris, and Deniz Özcan. “Extended Exploitation of Data in Manufacturing Companies for Strategic Decision-Making.” <i>AHFE International</i>, vol. 237, AHFE International, 2026, doi:<a href=\"https://doi.org/10.54941/ahfe1008175\">10.54941/ahfe1008175</a>.","bibtex":"@inproceedings{Gräßler_Özcan_2026, title={Extended Exploitation of Data in Manufacturing Companies for Strategic Decision-Making}, volume={237}, DOI={<a href=\"https://doi.org/10.54941/ahfe1008175\">10.54941/ahfe1008175</a>}, booktitle={AHFE International}, publisher={AHFE International}, author={Gräßler, Iris and Özcan, Deniz}, year={2026} }","ama":"Gräßler I, Özcan D. Extended Exploitation of Data in Manufacturing Companies for Strategic Decision-Making. In: <i>AHFE International</i>. Vol 237. AHFE International; 2026. doi:<a href=\"https://doi.org/10.54941/ahfe1008175\">10.54941/ahfe1008175</a>"},"quality_controlled":"1","oa":"1","conference":{"start_date":"2025-09-22","name":"8th International Conference on Human Systems Engineering and Design (IHSED2024): Future Trends and Applications","location":"Paris","end_date":"2025-09-24"},"status":"public","_id":"67284","publisher":"AHFE International","volume":237,"user_id":"58595"},{"_id":"67286","page":"65-72","volume":24,"editor":[{"full_name":"Gonzalez, Jose David Nunez","first_name":"Jose David Nunez","last_name":"Gonzalez"},{"full_name":"Romay, Manuel Grana","first_name":"Manuel Grana","last_name":"Romay"}],"user_id":"58595","conference":{"end_date":"2026-05-29","location":"San Sebastian, Spain","start_date":"2026-05-27","name":"24th Industrial Simulation Conference 2026 "},"status":"public","oa":"1","citation":{"short":"I. Gräßler, D. Özcan, N. Döhner, in: J.D.N. Gonzalez, M.G. Romay, EUROSIS-ETI (Eds.), 24th INTERNATIONAL INDUSTRIAL SIMULATION CONFERENCE , 2026, pp. 65–72.","chicago":"Gräßler, Iris, Deniz Özcan, and Niklas Döhner. “Leveraging System Simulation for Decision  Support in Strategic Product Planning.” In <i>24th INTERNATIONAL INDUSTRIAL SIMULATION CONFERENCE </i>, edited by Jose David Nunez Gonzalez, Manuel Grana Romay, and EUROSIS-ETI, 24:65–72, 2026.","ieee":"I. Gräßler, D. Özcan, and N. Döhner, “Leveraging System Simulation for Decision  Support in Strategic Product Planning,” in <i>24th INTERNATIONAL INDUSTRIAL SIMULATION CONFERENCE </i>, San Sebastian, Spain, 2026, vol. 24, pp. 65–72.","apa":"Gräßler, I., Özcan, D., &#38; Döhner, N. (2026). Leveraging System Simulation for Decision  Support in Strategic Product Planning. In J. D. N. Gonzalez, M. G. Romay, &#38; EUROSIS-ETI (Eds.), <i>24th INTERNATIONAL INDUSTRIAL SIMULATION CONFERENCE </i> (Vol. 24, pp. 65–72).","bibtex":"@inproceedings{Gräßler_Özcan_Döhner_2026, title={Leveraging System Simulation for Decision  Support in Strategic Product Planning}, volume={24}, booktitle={24th INTERNATIONAL INDUSTRIAL SIMULATION CONFERENCE }, author={Gräßler, Iris and Özcan, Deniz and Döhner, Niklas}, editor={Gonzalez, Jose David Nunez and Romay, Manuel Grana and EUROSIS-ETI}, year={2026}, pages={65–72} }","ama":"Gräßler I, Özcan D, Döhner N. Leveraging System Simulation for Decision  Support in Strategic Product Planning. In: Gonzalez JDN, Romay MG, EUROSIS-ETI, eds. <i>24th INTERNATIONAL INDUSTRIAL SIMULATION CONFERENCE </i>. Vol 24. ; 2026:65-72.","mla":"Gräßler, Iris, et al. “Leveraging System Simulation for Decision  Support in Strategic Product Planning.” <i>24th INTERNATIONAL INDUSTRIAL SIMULATION CONFERENCE </i>, edited by Jose David Nunez Gonzalez et al., vol. 24, 2026, pp. 65–72."},"quality_controlled":"1","language":[{"iso":"eng"}],"main_file_link":[{"open_access":"1"}],"author":[{"last_name":"Gräßler","orcid":"0000-0001-5765-971X","first_name":"Iris","full_name":"Gräßler, Iris","id":"47565"},{"first_name":"Deniz","last_name":"Özcan","full_name":"Özcan, Deniz","id":"58595"},{"full_name":"Döhner, Niklas","orcid":"https://orcid.org/0009-0005-7676-4036","last_name":"Döhner","first_name":"Niklas","id":"108017"}],"publication_identifier":{"isbn":["978-9-492859-40-2"]},"corporate_editor":["EUROSIS-ETI"],"title":"Leveraging System Simulation for Decision  Support in Strategic Product Planning","year":"2026","intvolume":"        24","date_updated":"2026-10-01T12:25:43Z","date_created":"2026-09-30T11:48:43Z","department":[{"_id":"43"},{"_id":"9"},{"_id":"26"},{"_id":"152"}],"keyword":["Decision-making","Decision support systems","Mechanical engineering","System analysis","System engineering"],"type":"conference","publication":"24th INTERNATIONAL INDUSTRIAL SIMULATION CONFERENCE ","abstract":[{"lang":"eng","text":"The effects of decisions in strategic product planning are usually far-reaching, but at the same time difficult to assess. Simulations help to make these effects more tangible. Until now, the use of simulation in strategic product planning has been limited to behavioral and innovation diffusion studies. This paper presents a process model for widening business models or planning upcoming product generations. It supports integrating the simulation of technical systems into decisionmaking processes to select the most suitable product for adaptation to new application scenarios. To this end, the characteristics of such new application scenarios are applied to existing product models in simulation, and the system behavior is evaluated based on key figures. This supports the comparison of different products and the selection of the product alternative requiring the least amount of modification. The process model enables decision-makers to systematically integrate simulation into the decision-making process and thus make more data-based decisions. "}]},{"status":"public","conference":{"end_date":"2026-03-26","location":"Paderborn","start_date":"2026-03-24","name":"International Symposium on Hybrid Intelligence in Product and Production Engineering 1. 2026 Paderborn"},"publisher":"LibreCat University","_id":"67295","user_id":"58595","volume":1,"editor":[{"first_name":"Iris","last_name":"Gräßler","full_name":"Gräßler, Iris"}],"citation":{"chicago":"Gräßler, Iris, and Deniz Özcan. “Corporate Resilience through Generic AI-Based Workflows in Strategic Product Planning.” In <i>1st International Symposium: March 24 – 26, 2026, Heinz Nixdorf Institute, Paderborn University</i>, edited by Iris Gräßler, Vol. 1. LibreCat University, 2026. <a href=\"https://doi.org/10.17619/UNIPB/1-2636\">https://doi.org/10.17619/UNIPB/1-2636</a>.","short":"I. Gräßler, D. Özcan, in: I. Gräßler (Ed.), 1st International Symposium: March 24 – 26, 2026, Heinz Nixdorf Institute, Paderborn University, LibreCat University, 2026.","apa":"Gräßler, I., &#38; Özcan, D. (2026). Corporate resilience through generic AI-based workflows in strategic product planning. In I. Gräßler (Ed.), <i>1st International Symposium: March 24 – 26, 2026, Heinz Nixdorf Institute, Paderborn University</i> (Vol. 1). LibreCat University. <a href=\"https://doi.org/10.17619/UNIPB/1-2636\">https://doi.org/10.17619/UNIPB/1-2636</a>","ieee":"I. Gräßler and D. Özcan, “Corporate resilience through generic AI-based workflows in strategic product planning,” in <i>1st International Symposium: March 24 – 26, 2026, Heinz Nixdorf Institute, Paderborn University</i>, Paderborn, 2026, vol. 1, doi: <a href=\"https://doi.org/10.17619/UNIPB/1-2636\">10.17619/UNIPB/1-2636</a>.","ama":"Gräßler I, Özcan D. Corporate resilience through generic AI-based workflows in strategic product planning. In: Gräßler I, ed. <i>1st International Symposium: March 24 – 26, 2026, Heinz Nixdorf Institute, Paderborn University</i>. Vol 1. LibreCat University; 2026. doi:<a href=\"https://doi.org/10.17619/UNIPB/1-2636\">10.17619/UNIPB/1-2636</a>","bibtex":"@inproceedings{Gräßler_Özcan_2026, title={Corporate resilience through generic AI-based workflows in strategic product planning}, volume={1}, DOI={<a href=\"https://doi.org/10.17619/UNIPB/1-2636\">10.17619/UNIPB/1-2636</a>}, booktitle={1st International Symposium: March 24 – 26, 2026, Heinz Nixdorf Institute, Paderborn University}, publisher={LibreCat University}, author={Gräßler, Iris and Özcan, Deniz}, editor={Gräßler, Iris}, year={2026} }","mla":"Gräßler, Iris, and Deniz Özcan. “Corporate Resilience through Generic AI-Based Workflows in Strategic Product Planning.” <i>1st International Symposium: March 24 – 26, 2026, Heinz Nixdorf Institute, Paderborn University</i>, edited by Iris Gräßler, vol. 1, LibreCat University, 2026, doi:<a href=\"https://doi.org/10.17619/UNIPB/1-2636\">10.17619/UNIPB/1-2636</a>."},"quality_controlled":"1","oa":"1","year":"2026","title":"Corporate resilience through generic AI-based workflows in strategic product planning","author":[{"id":"47565","full_name":"Gräßler, Iris","orcid":"0000-0001-5765-971X","first_name":"Iris","last_name":"Gräßler"},{"id":"58595","full_name":"Özcan, Deniz","last_name":"Özcan","first_name":"Deniz"}],"date_updated":"2026-10-01T10:14:12Z","intvolume":"         1","main_file_link":[{"url":"https://digital.ub.uni-paderborn.de/hs/download/pdf/8359163","open_access":"1"}],"language":[{"iso":"eng"}],"doi":"10.17619/UNIPB/1-2636","publication":"1st International Symposium: March 24 – 26, 2026, Heinz Nixdorf Institute, Paderborn University","abstract":[{"text":"In increasingly volatile and uncertain markets, corporate resilience has become a critical capability in strategic product planning. Companies face significant challenges in systematically monitoring and interpreting heterogeneous environmental data originating from diverse sources, formats, and temporal contexts. While predefined workflows and decision trees can support strategic analysis, they often lack the flexibility required to cope with dynamic market conditions and foresightrelated data from extreme dispersed and heterogeneous sources. This paper proposes a method to enhance corporate resilience through the application of generic, reusable AI-based workflows in strategic product planning. The approach integrates Data Science and Artificial Intelligence methods into modular, visually modelled workflows that enable hybrid human-AI decision-making. Based on a systematic literature review and an analysis of industrial challenges, key success factors and resilience criteria are identified. These insights are used to develop a method that supports internal and external analyses, scenario-based strategy development, and adaptive implementation monitoring within a generic workflow structure. The method leverages techniques such as machine learning and generative AI to process structured and unstructured data, identify patterns, and support real-time strategic assessments. Validation with decision-makers from medium-sized companies demonstrates improved transparency, repeatability, and cross-functional collaboration compared to predefined workflows.","lang":"eng"}],"date_created":"2026-10-01T10:04:57Z","type":"conference","department":[{"_id":"43"},{"_id":"9"},{"_id":"26"},{"_id":"152"}]},{"oa":"1","citation":{"bibtex":"@article{Pottebaum_Gräßler_Ebel_Özcan_Döhner_Pratzler-Wanczura_Derin_Krüger_Kruijff-Korbayova_Stampa_2025, series={Tagungsband der 71. Jahresfachtagung der Vereinigung zur Förderung des Deutschen Brandschutzes (vfdb) e.V. 2025}, title={EU-Projekt CREXDATA: Erkenntnisse und Handlungsempfehlungen zum Einsatz KI-generierter Lageinformationen für die Lagebewertung und Maßnahmenplanung in Extremwetterlagen}, DOI={<a href=\"https://doi.org/10.5281/ZENODO.16740824\">10.5281/ZENODO.16740824</a>}, publisher={LibreCat University}, author={Pottebaum, Jens and Gräßler, Iris and Ebel, Marcel and Özcan, Deniz and Döhner, Niklas and Pratzler-Wanczura, Sylvia and Derin, Enes and Krüger, Oliver and Kruijff-Korbayova, Ivana and Stampa, Merlin}, year={2025}, pages={81–94}, collection={Tagungsband der 71. Jahresfachtagung der Vereinigung zur Förderung des Deutschen Brandschutzes (vfdb) e.V. 2025} }","ama":"Pottebaum J, Gräßler I, Ebel M, et al. EU-Projekt CREXDATA: Erkenntnisse und Handlungsempfehlungen zum Einsatz KI-generierter Lageinformationen für die Lagebewertung und Maßnahmenplanung in Extremwetterlagen. Published online 2025:81-94. doi:<a href=\"https://doi.org/10.5281/ZENODO.16740824\">10.5281/ZENODO.16740824</a>","mla":"Pottebaum, Jens, et al. <i>EU-Projekt CREXDATA: Erkenntnisse und Handlungsempfehlungen zum Einsatz KI-generierter Lageinformationen für die Lagebewertung und Maßnahmenplanung in Extremwetterlagen</i>. LibreCat University, 2025, pp. 81–94, doi:<a href=\"https://doi.org/10.5281/ZENODO.16740824\">10.5281/ZENODO.16740824</a>.","short":"J. Pottebaum, I. Gräßler, M. Ebel, D. Özcan, N. Döhner, S. Pratzler-Wanczura, E. Derin, O. Krüger, I. Kruijff-Korbayova, M. Stampa, (2025) 81–94.","chicago":"Pottebaum, Jens, Iris Gräßler, Marcel Ebel, Deniz Özcan, Niklas Döhner, Sylvia Pratzler-Wanczura, Enes Derin, Oliver Krüger, Ivana Kruijff-Korbayova, and Merlin Stampa. “EU-Projekt CREXDATA: Erkenntnisse und Handlungsempfehlungen zum Einsatz KI-generierter Lageinformationen für die Lagebewertung und Maßnahmenplanung in Extremwetterlagen.” Tagungsband der 71. Jahresfachtagung der Vereinigung zur Förderung des Deutschen Brandschutzes (vfdb) e.V. 2025. LibreCat University, 2025. <a href=\"https://doi.org/10.5281/ZENODO.16740824\">https://doi.org/10.5281/ZENODO.16740824</a>.","ieee":"J. Pottebaum <i>et al.</i>, “EU-Projekt CREXDATA: Erkenntnisse und Handlungsempfehlungen zum Einsatz KI-generierter Lageinformationen für die Lagebewertung und Maßnahmenplanung in Extremwetterlagen.” LibreCat University, pp. 81–94, 2025, doi: <a href=\"https://doi.org/10.5281/ZENODO.16740824\">10.5281/ZENODO.16740824</a>.","apa":"Pottebaum, J., Gräßler, I., Ebel, M., Özcan, D., Döhner, N., Pratzler-Wanczura, S., Derin, E., Krüger, O., Kruijff-Korbayova, I., &#38; Stampa, M. (2025). <i>EU-Projekt CREXDATA: Erkenntnisse und Handlungsempfehlungen zum Einsatz KI-generierter Lageinformationen für die Lagebewertung und Maßnahmenplanung in Extremwetterlagen</i> (pp. 81–94). LibreCat University. <a href=\"https://doi.org/10.5281/ZENODO.16740824\">https://doi.org/10.5281/ZENODO.16740824</a>"},"quality_controlled":"1","project":[{"_id":"516","name":"CREXDATA: Kritische Maßnahmenplanung über extreme Datenmengen"}],"page":"81-94","publisher":"LibreCat University","_id":"61109","user_id":"81788","status":"public","conference":{"end_date":"2025-05-28","location":"Koblenz, Deutschland","name":"71. Jahresfachtagung der Vereinigung zur Förderung des Deutschen Brandschutzes (vfdb) e.V. 2025 (vfdb JFT 2025)","start_date":"2025-05-26"},"date_created":"2025-09-01T10:37:47Z","type":"conference","department":[{"_id":"152"}],"main_file_link":[{"url":"https://zenodo.org/records/16740824","open_access":"1"}],"language":[{"iso":"ger"}],"series_title":"Tagungsband der 71. Jahresfachtagung der Vereinigung zur Förderung des Deutschen Brandschutzes (vfdb) e.V. 2025","doi":"10.5281/ZENODO.16740824","title":"EU-Projekt CREXDATA: Erkenntnisse und Handlungsempfehlungen zum Einsatz KI-generierter Lageinformationen für die Lagebewertung und Maßnahmenplanung in Extremwetterlagen","year":"2025","publication_identifier":{"unknown":["978-3-936050-40-0"]},"author":[{"full_name":"Pottebaum, Jens","last_name":"Pottebaum","first_name":"Jens","orcid":"http://orcid.org/0000-0001-8778-2989","id":"405"},{"id":"47565","last_name":"Gräßler","first_name":"Iris","orcid":"0000-0001-5765-971X","full_name":"Gräßler, Iris"},{"id":"81788","full_name":"Ebel, Marcel","orcid":"https://orcid.org/0009-0007-5400-4436","first_name":"Marcel","last_name":"Ebel"},{"id":"58595","full_name":"Özcan, Deniz","last_name":"Özcan","first_name":"Deniz"},{"id":"108017","last_name":"Döhner","first_name":"Niklas","orcid":"https://orcid.org/0009-0005-7676-4036","full_name":"Döhner, Niklas"},{"last_name":"Pratzler-Wanczura","first_name":"Sylvia","full_name":"Pratzler-Wanczura, Sylvia"},{"full_name":"Derin, Enes","last_name":"Derin","first_name":"Enes"},{"full_name":"Krüger, Oliver","first_name":"Oliver","last_name":"Krüger"},{"last_name":"Kruijff-Korbayova","first_name":"Ivana","full_name":"Kruijff-Korbayova, Ivana"},{"full_name":"Stampa, Merlin","first_name":"Merlin","last_name":"Stampa"}],"date_updated":"2025-09-01T10:44:51Z"},{"doi":"10.54941/ahfe1006785","language":[{"iso":"eng"}],"main_file_link":[{"open_access":"1"}],"intvolume":"       198","date_updated":"2026-10-01T12:25:18Z","publication_status":"published","author":[{"orcid":"0000-0001-5765-971X","first_name":"Iris","last_name":"Gräßler","full_name":"Gräßler, Iris","id":"47565"},{"id":"58595","first_name":"Deniz","last_name":"Özcan","full_name":"Özcan, Deniz"}],"publication_identifier":{"issn":["2771-0718"]},"title":"Graphical AI workflow modelling: Identifying relevant competencies in AI-based automation of business processes","year":"2025","department":[{"_id":"43"},{"_id":"9"},{"_id":"26"},{"_id":"152"}],"type":"conference","date_created":"2025-11-13T16:37:59Z","abstract":[{"text":"This research investigates how Artificial Intelligence (AI) can be systematically integrated into existing business processes by combining suitable competencies with graphical AI workflow modelling. While AI offers a high potential for automation and increased efficiency, its implementation often fails due to a lack of interdisciplinary competencies that bridge the gap between domain expertise and IT know-how. Low-code platforms and visual modelling tools are increasingly recognised as enablers, empowering non-programmers to intuitively create graphical AI- based workflows. Nevertheless, specific competencies are required to realise the full potential of AI, the domain specific knowledge and align technical understanding with AI capabilities. The paper reviews the state of the art in AI-driven business process automation and competencies for visual low-code approaches. It then presents a practical solution to identify and systematise essential competence areas. Based on this, a practical competence model is developed to support the design of user-friendly, AI-enabled workflows. This is tested in a practical application context — emergency management — where it supports critical decision-making processes and is validated through expert feedback. The study concludes by offering actionable recommendations to help organisations foster the necessary competencies and methods for competently integrating AI into their digital processes.</jats:p>","lang":"eng"}],"publication":"AHFE International","volume":198,"user_id":"58595","publisher":"AHFE International","_id":"62181","conference":{"end_date":"2025-09-24","name":"7th International Conference on Human Systems Engineering and Design: Future Trends and Applications (IHSED 2025)","start_date":"2025-09-22","location":"Split"},"status":"public","oa":"1","quality_controlled":"1","citation":{"short":"I. Gräßler, D. Özcan, in: AHFE International, AHFE International, 2025.","chicago":"Gräßler, Iris, and Deniz Özcan. “Graphical AI Workflow Modelling: Identifying Relevant Competencies in AI-Based Automation of Business Processes.” In <i>AHFE International</i>, Vol. 198. AHFE International, 2025. <a href=\"https://doi.org/10.54941/ahfe1006785\">https://doi.org/10.54941/ahfe1006785</a>.","ieee":"I. Gräßler and D. Özcan, “Graphical AI workflow modelling: Identifying relevant competencies in AI-based automation of business processes,” in <i>AHFE International</i>, Split, 2025, vol. 198, doi: <a href=\"https://doi.org/10.54941/ahfe1006785\">10.54941/ahfe1006785</a>.","apa":"Gräßler, I., &#38; Özcan, D. (2025). Graphical AI workflow modelling: Identifying relevant competencies in AI-based automation of business processes. <i>AHFE International</i>, <i>198</i>. <a href=\"https://doi.org/10.54941/ahfe1006785\">https://doi.org/10.54941/ahfe1006785</a>","bibtex":"@inproceedings{Gräßler_Özcan_2025, title={Graphical AI workflow modelling: Identifying relevant competencies in AI-based automation of business processes}, volume={198}, DOI={<a href=\"https://doi.org/10.54941/ahfe1006785\">10.54941/ahfe1006785</a>}, booktitle={AHFE International}, publisher={AHFE International}, author={Gräßler, Iris and Özcan, Deniz}, year={2025} }","ama":"Gräßler I, Özcan D. Graphical AI workflow modelling: Identifying relevant competencies in AI-based automation of business processes. In: <i>AHFE International</i>. Vol 198. AHFE International; 2025. doi:<a href=\"https://doi.org/10.54941/ahfe1006785\">10.54941/ahfe1006785</a>","mla":"Gräßler, Iris, and Deniz Özcan. “Graphical AI Workflow Modelling: Identifying Relevant Competencies in AI-Based Automation of Business Processes.” <i>AHFE International</i>, vol. 198, AHFE International, 2025, doi:<a href=\"https://doi.org/10.54941/ahfe1006785\">10.54941/ahfe1006785</a>."}},{"abstract":[{"lang":"eng","text":"Die vorliegende Zukunftsstudie „Automation 2035“ gibt einen Ausblick auf die Entwicklung der Automatisierungstechnik in den nächsten 10 Jahren. Neben der Beschreibung von Trends wie Kreislaufwirtschaft, Automatisierung der Märkte, Biologisierung, autonome Systeme und Robotik sowie IT-Sicherheit wird die zu erwartende Veränderung in der Bildung beschrieben. Dazu verwenden wir Methoden der Zukunftsforschung und arbeiten mit der Szenario-Technik, um Zukunftsperspektiven der Automation aufzuzeigen. Personas werden eingesetzt, um die zukünftigen Entwicklungen plastisch aus den Augen der Personen im Jahr 2025 und in der Zukunft im Jahr 2035 zu beschreiben. Schlüsselthemen und Trends: ... ... Inhalt Executive summary 1 1 Einführung 3 2 Zukunftsfelder für die Automatisierungstechnik 2035 4 2.1 Kreislaufwirtschaft 4 2.2 Automatisierung der Märkte 7 2.3 Biologisierung 8 2.4 Autonome Systeme und Robotik 10 2.5 Security 12 2.6 Veränderung der Ausbildung 13 3 Szenario der Automation 2035 16 4 Personas 18 4.1 Unternehmer 18 4.2 Ingenieurin 19 4.3 Schüler 20 5 Thesen und Ausblick 22 Methodik 24 Autorenteam 25 Schrifttum 26... </p>"}],"department":[{"_id":"43"},{"_id":"9"},{"_id":"26"},{"_id":"152"}],"type":"book","date_created":"2025-11-13T16:43:05Z","publication_status":"published","date_updated":"2026-10-01T12:25:27Z","publication_identifier":{"isbn":["9783911670180"]},"author":[{"full_name":"Gräßler, Iris","orcid":"0000-0001-5765-971X","last_name":"Gräßler","first_name":"Iris","id":"47565"},{"id":"58595","first_name":"Deniz","last_name":"Özcan","full_name":"Özcan, Deniz"},{"id":"59370","full_name":"Tusek, Alena Marie","last_name":"Tusek","first_name":"Alena Marie"},{"last_name":"Bilgic","first_name":"Attila","full_name":"Bilgic, Attila"},{"first_name":"Christian","last_name":"Lange","full_name":"Lange, Christian"},{"full_name":"Stich, Christian","last_name":"Stich","first_name":"Christian"},{"first_name":"Christine","last_name":"Maul","full_name":"Maul, Christine"},{"first_name":"Michael","last_name":"Heizmann","full_name":"Heizmann, Michael"},{"full_name":"Weyrich, Michael","first_name":"Michael","last_name":"Weyrich"},{"first_name":"Sascha","last_name":"Dessel,","full_name":"Dessel,, Sascha"},{"first_name":"Torben","last_name":"Miny","full_name":"Miny, Torben"},{"first_name":"Ulrich","last_name":"Jumar","full_name":"Jumar, Ulrich"}],"title":"Automation 2035","year":"2025","alternative_title":["VDI-Studie"],"doi":"10.51202/9783911670180","language":[{"iso":"eng"}],"main_file_link":[{"open_access":"1"}],"quality_controlled":"1","citation":{"mla":"Gräßler, Iris, et al. <i>Automation 2035</i>. VDI Verlag, 2025, doi:<a href=\"https://doi.org/10.51202/9783911670180\">10.51202/9783911670180</a>.","bibtex":"@book{Gräßler_Özcan_Tusek_Bilgic_Lange_Stich_Maul_Heizmann_Weyrich_Dessel,_et al._2025, title={Automation 2035}, DOI={<a href=\"https://doi.org/10.51202/9783911670180\">10.51202/9783911670180</a>}, publisher={VDI Verlag}, author={Gräßler, Iris and Özcan, Deniz and Tusek, Alena Marie and Bilgic, Attila and Lange, Christian and Stich, Christian and Maul, Christine and Heizmann, Michael and Weyrich, Michael and Dessel, Sascha and et al.}, year={2025} }","ama":"Gräßler I, Özcan D, Tusek AM, et al. <i>Automation 2035</i>. VDI Verlag; 2025. doi:<a href=\"https://doi.org/10.51202/9783911670180\">10.51202/9783911670180</a>","ieee":"I. Gräßler <i>et al.</i>, <i>Automation 2035</i>. VDI Verlag, 2025.","apa":"Gräßler, I., Özcan, D., Tusek, A. M., Bilgic, A., Lange, C., Stich, C., Maul, C., Heizmann, M., Weyrich, M., Dessel, S., Miny, T., &#38; Jumar, U. (2025). <i>Automation 2035</i>. VDI Verlag. <a href=\"https://doi.org/10.51202/9783911670180\">https://doi.org/10.51202/9783911670180</a>","short":"I. Gräßler, D. Özcan, A.M. Tusek, A. Bilgic, C. Lange, C. Stich, C. Maul, M. Heizmann, M. Weyrich, S. Dessel, T. Miny, U. Jumar, Automation 2035, VDI Verlag, 2025.","chicago":"Gräßler, Iris, Deniz Özcan, Alena Marie Tusek, Attila Bilgic, Christian Lange, Christian Stich, Christine Maul, et al. <i>Automation 2035</i>. VDI Verlag, 2025. <a href=\"https://doi.org/10.51202/9783911670180\">https://doi.org/10.51202/9783911670180</a>."},"oa":"1","status":"public","user_id":"58595","publisher":"VDI Verlag","_id":"62182"},{"citation":{"ieee":"I. Gräßler and D. Özcan, “Quality Key Figures for Developing Future Scenarios,” in <i>AHFE International</i>, Split, 2024, vol. 158, doi: <a href=\"https://doi.org/10.54941/ahfe1005553\">10.54941/ahfe1005553</a>.","apa":"Gräßler, I., &#38; Özcan, D. (2024). Quality Key Figures for Developing Future Scenarios. <i>AHFE International</i>, <i>158</i>. <a href=\"https://doi.org/10.54941/ahfe1005553\">https://doi.org/10.54941/ahfe1005553</a>","chicago":"Gräßler, Iris, and Deniz Özcan. “Quality Key Figures for Developing Future Scenarios.” In <i>AHFE International</i>, Vol. 158. AHFE International, 2024. <a href=\"https://doi.org/10.54941/ahfe1005553\">https://doi.org/10.54941/ahfe1005553</a>.","short":"I. Gräßler, D. Özcan, in: AHFE International, AHFE International, 2024.","mla":"Gräßler, Iris, and Deniz Özcan. “Quality Key Figures for Developing Future Scenarios.” <i>AHFE International</i>, vol. 158, AHFE International, 2024, doi:<a href=\"https://doi.org/10.54941/ahfe1005553\">10.54941/ahfe1005553</a>.","bibtex":"@inproceedings{Gräßler_Özcan_2024, title={Quality Key Figures for Developing Future Scenarios}, volume={158}, DOI={<a href=\"https://doi.org/10.54941/ahfe1005553\">10.54941/ahfe1005553</a>}, booktitle={AHFE International}, publisher={AHFE International}, author={Gräßler, Iris and Özcan, Deniz}, year={2024} }","ama":"Gräßler I, Özcan D. Quality Key Figures for Developing Future Scenarios. In: <i>AHFE International</i>. Vol 158. AHFE International; 2024. doi:<a href=\"https://doi.org/10.54941/ahfe1005553\">10.54941/ahfe1005553</a>"},"quality_controlled":"1","oa":"1","status":"public","conference":{"end_date":"2024-09-26","location":"Split","name":"6th International Conference on Human Systems Engineering and Design (IHSED2024): Future Trends and Applications","start_date":"2024-09-24"},"publisher":"AHFE International","_id":"56346","user_id":"58595","volume":158,"publication":"AHFE International","date_created":"2024-10-07T07:33:08Z","type":"conference","department":[{"_id":"43"},{"_id":"9"},{"_id":"26"},{"_id":"152"}],"title":"Quality Key Figures for Developing Future Scenarios","year":"2024","publication_identifier":{"unknown":["2771-0718"]},"author":[{"full_name":"Gräßler, Iris","first_name":"Iris","orcid":"0000-0001-5765-971X","last_name":"Gräßler","id":"47565"},{"first_name":"Deniz","last_name":"Özcan","full_name":"Özcan, Deniz","id":"58595"}],"date_updated":"2026-10-01T12:26:04Z","publication_status":"published","intvolume":"       158","main_file_link":[{"open_access":"1"}],"language":[{"iso":"eng"}],"doi":"10.54941/ahfe1005553"},{"doi":"10.51202/9783181024379-363","main_file_link":[{"open_access":"1"}],"language":[{"iso":"ger"}],"series_title":"AI beats Automation?","date_updated":"2026-10-01T12:24:58Z","publication_status":"published","intvolume":"      2437","title":"Anwendungspotenziale von Künstlicher Intelligenz im Model-Based Systems Engineering für automatisierte Systeme","year":"2024","author":[{"full_name":"Gräßler, Iris","first_name":"Iris","last_name":"Gräßler","orcid":"0000-0001-5765-971X","id":"47565"},{"first_name":"Deniz","last_name":"Özcan","full_name":"Özcan, Deniz","id":"58595"}],"publication_identifier":{"isbn":["9783181024379"]},"corporate_editor":["VDI Wissensforum GmbH"],"type":"conference","department":[{"_id":"152"}],"date_created":"2024-07-30T10:02:55Z","publication":"Automation 2024","user_id":"58595","volume":2437,"page":"363–374","_id":"55431","publisher":"VDI Verlag","status":"public","conference":{"end_date":"2024-07-03","name":"VDI Automation","start_date":"2024-07-02"},"oa":"1","place":"Düsseldorf","quality_controlled":"1","citation":{"bibtex":"@inproceedings{Gräßler_Özcan_2024, place={Düsseldorf}, series={AI beats Automation?}, title={Anwendungspotenziale von Künstlicher Intelligenz im Model-Based Systems Engineering für automatisierte Systeme}, volume={2437}, DOI={<a href=\"https://doi.org/10.51202/9783181024379-363\">10.51202/9783181024379-363</a>}, booktitle={Automation 2024}, publisher={VDI Verlag}, author={Gräßler, Iris and Özcan, Deniz}, editor={VDI Wissensforum GmbH}, year={2024}, pages={363–374}, collection={AI beats Automation?} }","ama":"Gräßler I, Özcan D. Anwendungspotenziale von Künstlicher Intelligenz im Model-Based Systems Engineering für automatisierte Systeme. In: VDI Wissensforum GmbH, ed. <i>Automation 2024</i>. Vol 2437. AI beats Automation? VDI Verlag; 2024:363–374. doi:<a href=\"https://doi.org/10.51202/9783181024379-363\">10.51202/9783181024379-363</a>","mla":"Gräßler, Iris, and Deniz Özcan. “Anwendungspotenziale von Künstlicher Intelligenz im Model-Based Systems Engineering für automatisierte Systeme.” <i>Automation 2024</i>, edited by VDI Wissensforum GmbH, vol. 2437, VDI Verlag, 2024, pp. 363–374, doi:<a href=\"https://doi.org/10.51202/9783181024379-363\">10.51202/9783181024379-363</a>.","short":"I. Gräßler, D. Özcan, in: VDI Wissensforum GmbH (Ed.), Automation 2024, VDI Verlag, Düsseldorf, 2024, pp. 363–374.","chicago":"Gräßler, Iris, and Deniz Özcan. “Anwendungspotenziale von Künstlicher Intelligenz im Model-Based Systems Engineering für automatisierte Systeme.” In <i>Automation 2024</i>, edited by VDI Wissensforum GmbH, 2437:363–374. AI beats Automation? Düsseldorf: VDI Verlag, 2024. <a href=\"https://doi.org/10.51202/9783181024379-363\">https://doi.org/10.51202/9783181024379-363</a>.","ieee":"I. Gräßler and D. Özcan, “Anwendungspotenziale von Künstlicher Intelligenz im Model-Based Systems Engineering für automatisierte Systeme,” in <i>Automation 2024</i>, 2024, vol. 2437, pp. 363–374, doi: <a href=\"https://doi.org/10.51202/9783181024379-363\">10.51202/9783181024379-363</a>.","apa":"Gräßler, I., &#38; Özcan, D. (2024). Anwendungspotenziale von Künstlicher Intelligenz im Model-Based Systems Engineering für automatisierte Systeme. In VDI Wissensforum GmbH (Ed.), <i>Automation 2024</i> (Vol. 2437, pp. 363–374). VDI Verlag. <a href=\"https://doi.org/10.51202/9783181024379-363\">https://doi.org/10.51202/9783181024379-363</a>"}},{"page":"2545-2554","_id":"54540","publisher":"Cambridge University Press (CUP)","user_id":"58595","volume":4,"status":"public","oa":"1","citation":{"ama":"Gräßler I, Wiechel D, Özcan D, Taplick P. Tailored metrics for assessing the quality of MBSE models. In: <i>Proceedings of the Design Society</i>. Vol 4. Cambridge University Press (CUP); 2024:2545-2554. doi:<a href=\"https://doi.org/10.1017/pds.2024.257\">10.1017/pds.2024.257</a>","bibtex":"@inproceedings{Gräßler_Wiechel_Özcan_Taplick_2024, title={Tailored metrics for assessing the quality of MBSE models}, volume={4}, DOI={<a href=\"https://doi.org/10.1017/pds.2024.257\">10.1017/pds.2024.257</a>}, booktitle={Proceedings of the Design Society}, publisher={Cambridge University Press (CUP)}, author={Gräßler, Iris and Wiechel, Dominik and Özcan, Deniz and Taplick, Patrick}, year={2024}, pages={2545–2554} }","mla":"Gräßler, Iris, et al. “Tailored Metrics for Assessing the Quality of MBSE Models.” <i>Proceedings of the Design Society</i>, vol. 4, Cambridge University Press (CUP), 2024, pp. 2545–54, doi:<a href=\"https://doi.org/10.1017/pds.2024.257\">10.1017/pds.2024.257</a>.","chicago":"Gräßler, Iris, Dominik Wiechel, Deniz Özcan, and Patrick Taplick. “Tailored Metrics for Assessing the Quality of MBSE Models.” In <i>Proceedings of the Design Society</i>, 4:2545–54. Cambridge University Press (CUP), 2024. <a href=\"https://doi.org/10.1017/pds.2024.257\">https://doi.org/10.1017/pds.2024.257</a>.","short":"I. Gräßler, D. Wiechel, D. Özcan, P. Taplick, in: Proceedings of the Design Society, Cambridge University Press (CUP), 2024, pp. 2545–2554.","apa":"Gräßler, I., Wiechel, D., Özcan, D., &#38; Taplick, P. (2024). Tailored metrics for assessing the quality of MBSE models. <i>Proceedings of the Design Society</i>, <i>4</i>, 2545–2554. <a href=\"https://doi.org/10.1017/pds.2024.257\">https://doi.org/10.1017/pds.2024.257</a>","ieee":"I. Gräßler, D. Wiechel, D. Özcan, and P. Taplick, “Tailored metrics for assessing the quality of MBSE models,” in <i>Proceedings of the Design Society</i>, 2024, vol. 4, pp. 2545–2554, doi: <a href=\"https://doi.org/10.1017/pds.2024.257\">10.1017/pds.2024.257</a>."},"quality_controlled":"1","main_file_link":[{"open_access":"1"}],"language":[{"iso":"eng"}],"doi":"10.1017/pds.2024.257","year":"2024","title":"Tailored metrics for assessing the quality of MBSE models","author":[{"id":"47565","full_name":"Gräßler, Iris","orcid":"0000-0001-5765-971X","first_name":"Iris","last_name":"Gräßler"},{"id":"67161","last_name":"Wiechel","first_name":"Dominik","full_name":"Wiechel, Dominik"},{"full_name":"Özcan, Deniz","first_name":"Deniz","last_name":"Özcan","id":"58595"},{"full_name":"Taplick, Patrick","last_name":"Taplick","first_name":"Patrick"}],"publication_identifier":{"issn":["2732-527X"]},"publication_status":"published","date_updated":"2026-10-01T12:25:07Z","intvolume":"         4","date_created":"2024-05-31T13:27:01Z","type":"conference","department":[{"_id":"152"}],"publication":"Proceedings of the Design Society","abstract":[{"text":"System models are used to merge relevant engineering artefacts and relationships. Therefore, a high model quality must be ensured. Currently, there is no method for defining company-specific metrics to assess system model quality. In a six-step research approach, a method is defined: (1) literature analysis on quality assessment approaches, (2) derivation of success factors, (3) evaluation of approaches, (4) development of a method, (5) application in automotive industry, and (6) evaluation. The method supports system engineers to derive tailored metrics to objectively assess the model quality.</jats:p>","lang":"eng"}]},{"author":[{"full_name":"Gräßler, Iris","orcid":"0000-0001-5765-971X","first_name":"Iris","last_name":"Gräßler","id":"47565"},{"full_name":"Özcan, Deniz","first_name":"Deniz","last_name":"Özcan","id":"58595"},{"id":"40253","full_name":"Preuß, Daniel","first_name":"Daniel","last_name":"Preuß"}],"year":"2023","title":"KI-basierte Extrahierung von Anforderungen aus Regularien für die Automobilentwicklung","intvolume":"        34","publication_status":"published","date_updated":"2026-10-01T12:26:42Z","language":[{"iso":"ger"}],"main_file_link":[{"open_access":"1"}],"alternative_title":["AI-based extraction of requirements from regulations for automotive engineering"],"doi":"10.35199/dfx2023.17","publication":"Design fox X - Beiträge zum 34. DfX-Symposium","date_created":"2023-09-18T07:31:56Z","department":[{"_id":"152"}],"type":"conference","conference":{"end_date":"2023-09-15","name":"34. DfX Symposium","start_date":"2023-09-14","location":"Radebeul"},"status":"public","_id":"47108","page":"163 - 172","volume":34,"editor":[{"first_name":"Dieter","last_name":"Krause","full_name":"Krause, Dieter"},{"full_name":"Paetzold-Byhain, Kristin","last_name":"Paetzold-Byhain","first_name":"Kristin"},{"last_name":"Wartzack","first_name":"Sandro","full_name":"Wartzack, Sandro"}],"user_id":"58595","citation":{"short":"I. Gräßler, D. Özcan, D. Preuß, in: D. Krause, K. Paetzold-Byhain, S. Wartzack (Eds.), Design fox X - Beiträge zum 34. DfX-Symposium, 2023, pp. 163–172.","chicago":"Gräßler, Iris, Deniz Özcan, and Daniel Preuß. “KI-basierte Extrahierung von Anforderungen aus Regularien für die Automobilentwicklung.” In <i>Design fox X - Beiträge zum 34. DfX-Symposium</i>, edited by Dieter Krause, Kristin Paetzold-Byhain, and Sandro Wartzack, 34:163–72, 2023. <a href=\"https://doi.org/10.35199/dfx2023.17\">https://doi.org/10.35199/dfx2023.17</a>.","ieee":"I. Gräßler, D. Özcan, and D. Preuß, “KI-basierte Extrahierung von Anforderungen aus Regularien für die Automobilentwicklung,” in <i>Design fox X - Beiträge zum 34. DfX-Symposium</i>, Radebeul, 2023, vol. 34, pp. 163–172, doi: <a href=\"https://doi.org/10.35199/dfx2023.17\">10.35199/dfx2023.17</a>.","apa":"Gräßler, I., Özcan, D., &#38; Preuß, D. (2023). KI-basierte Extrahierung von Anforderungen aus Regularien für die Automobilentwicklung. In D. Krause, K. Paetzold-Byhain, &#38; S. Wartzack (Eds.), <i>Design fox X - Beiträge zum 34. DfX-Symposium</i> (Vol. 34, pp. 163–172). <a href=\"https://doi.org/10.35199/dfx2023.17\">https://doi.org/10.35199/dfx2023.17</a>","bibtex":"@inproceedings{Gräßler_Özcan_Preuß_2023, title={KI-basierte Extrahierung von Anforderungen aus Regularien für die Automobilentwicklung}, volume={34}, DOI={<a href=\"https://doi.org/10.35199/dfx2023.17\">10.35199/dfx2023.17</a>}, booktitle={Design fox X - Beiträge zum 34. DfX-Symposium}, author={Gräßler, Iris and Özcan, Deniz and Preuß, Daniel}, editor={Krause, Dieter and Paetzold-Byhain, Kristin and Wartzack, Sandro}, year={2023}, pages={163–172} }","ama":"Gräßler I, Özcan D, Preuß D. KI-basierte Extrahierung von Anforderungen aus Regularien für die Automobilentwicklung. In: Krause D, Paetzold-Byhain K, Wartzack S, eds. <i>Design fox X - Beiträge zum 34. DfX-Symposium</i>. Vol 34. ; 2023:163-172. doi:<a href=\"https://doi.org/10.35199/dfx2023.17\">10.35199/dfx2023.17</a>","mla":"Gräßler, Iris, et al. “KI-basierte Extrahierung von Anforderungen aus Regularien für die Automobilentwicklung.” <i>Design fox X - Beiträge zum 34. DfX-Symposium</i>, edited by Dieter Krause et al., vol. 34, 2023, pp. 163–72, doi:<a href=\"https://doi.org/10.35199/dfx2023.17\">10.35199/dfx2023.17</a>."},"quality_controlled":"1","oa":"1"},{"user_id":"58595","volume":2419,"page":"863 - 874","publisher":"VDI Verlag","_id":"46490","status":"public","conference":{"end_date":"2023-06-28","name":"VDI Automation","start_date":"2023-06-27","location":"Baden-Baden"},"oa":"1","place":"Düsseldorf","quality_controlled":"1","citation":{"ieee":"I. Gräßler, A. M. Tusek, and D. Özcan, “Entwicklung zukunftsfähiger Geschäftsmodelle in der Automatisierungstechnik anhand von Megatrends,” in <i>Automation 2023</i>, Baden-Baden, 2023, vol. 2419, pp. 863–874, doi: <a href=\"https://doi.org/10.51202/9783181024195-863\">10.51202/9783181024195-863</a>.","apa":"Gräßler, I., Tusek, A. M., &#38; Özcan, D. (2023). Entwicklung zukunftsfähiger Geschäftsmodelle in der Automatisierungstechnik anhand von Megatrends. In VDI Wissensforum GmbH (Ed.), <i>Automation 2023</i> (Vol. 2419, pp. 863–874). VDI Verlag. <a href=\"https://doi.org/10.51202/9783181024195-863\">https://doi.org/10.51202/9783181024195-863</a>","chicago":"Gräßler, Iris, Alena Marie Tusek, and Deniz Özcan. “Entwicklung zukunftsfähiger Geschäftsmodelle in der Automatisierungstechnik anhand von Megatrends.” In <i>Automation 2023</i>, edited by VDI Wissensforum GmbH, 2419:863–74. Transformation by Automation. Düsseldorf: VDI Verlag, 2023. <a href=\"https://doi.org/10.51202/9783181024195-863\">https://doi.org/10.51202/9783181024195-863</a>.","short":"I. Gräßler, A.M. Tusek, D. Özcan, in: VDI Wissensforum GmbH (Ed.), Automation 2023, VDI Verlag, Düsseldorf, 2023, pp. 863–874.","mla":"Gräßler, Iris, et al. “Entwicklung zukunftsfähiger Geschäftsmodelle in der Automatisierungstechnik anhand von Megatrends.” <i>Automation 2023</i>, edited by VDI Wissensforum GmbH, vol. 2419, VDI Verlag, 2023, pp. 863–74, doi:<a href=\"https://doi.org/10.51202/9783181024195-863\">10.51202/9783181024195-863</a>.","bibtex":"@inproceedings{Gräßler_Tusek_Özcan_2023, place={Düsseldorf}, series={Transformation by Automation}, title={Entwicklung zukunftsfähiger Geschäftsmodelle in der Automatisierungstechnik anhand von Megatrends}, volume={2419}, DOI={<a href=\"https://doi.org/10.51202/9783181024195-863\">10.51202/9783181024195-863</a>}, booktitle={Automation 2023}, publisher={VDI Verlag}, author={Gräßler, Iris and Tusek, Alena Marie and Özcan, Deniz}, editor={VDI Wissensforum GmbH}, year={2023}, pages={863–874}, collection={Transformation by Automation} }","ama":"Gräßler I, Tusek AM, Özcan D. Entwicklung zukunftsfähiger Geschäftsmodelle in der Automatisierungstechnik anhand von Megatrends. In: VDI Wissensforum GmbH, ed. <i>Automation 2023</i>. Vol 2419. Transformation by Automation. VDI Verlag; 2023:863-874. doi:<a href=\"https://doi.org/10.51202/9783181024195-863\">10.51202/9783181024195-863</a>"},"doi":"10.51202/9783181024195-863","main_file_link":[{"open_access":"1"}],"series_title":"Transformation by Automation","language":[{"iso":"ger"}],"date_updated":"2026-10-01T12:26:27Z","publication_status":"published","intvolume":"      2419","title":"Entwicklung zukunftsfähiger Geschäftsmodelle in der Automatisierungstechnik anhand von Megatrends","year":"2023","publication_identifier":{"isbn":["9783181024195"]},"corporate_editor":["VDI Wissensforum GmbH"],"author":[{"id":"47565","last_name":"Gräßler","first_name":"Iris","orcid":"0000-0001-5765-971X","full_name":"Gräßler, Iris"},{"id":"59370","last_name":"Tusek","first_name":"Alena Marie","full_name":"Tusek, Alena Marie"},{"full_name":"Özcan, Deniz","first_name":"Deniz","last_name":"Özcan","id":"58595"}],"type":"conference","department":[{"_id":"152"}],"date_created":"2023-08-15T07:13:18Z","publication":"Automation 2023"}]