[{"publication":"Procedia CIRP","date_created":"2026-06-10T05:01:47Z","type":"journal_article","department":[{"_id":"152"}],"year":"2026","title":"Metadata Model for Engineering of Sustainable Products in Value Creation Networks","author":[{"orcid":"0000-0001-5765-971X","last_name":"Gräßler","first_name":"Iris","full_name":"Gräßler, Iris","id":"47565"},{"id":"67999","full_name":"Rarbach, Sven","first_name":"Sven","orcid":"https://orcid.org/0000-0003-0602-9923","last_name":"Rarbach"},{"full_name":"Pottebaum, Jens","orcid":"http://orcid.org/0000-0001-8778-2989","first_name":"Jens","last_name":"Pottebaum","id":"405"},{"full_name":"Luessen, Florian","first_name":"Florian","last_name":"Luessen"},{"full_name":"Hoffmann, Joerg","last_name":"Hoffmann","first_name":"Joerg"}],"publication_identifier":{"issn":["2212-8271"]},"publication_status":"published","date_updated":"2026-06-10T05:03:31Z","intvolume":"       140","main_file_link":[{"url":"https://www.sciencedirect.com/science/article/pii/S2212827126006013/pdf?md5=889a9eaf4f695e80c5f18d346c50f663&pid=1-s2.0-S2212827126006013-main.pdf","open_access":"1"}],"language":[{"iso":"eng"}],"doi":"10.1016/j.procir.2026.05.099","citation":{"chicago":"Gräßler, Iris, Sven Rarbach, Jens Pottebaum, Florian Luessen, and Joerg Hoffmann. “Metadata Model for Engineering of Sustainable Products in Value Creation Networks.” <i>Procedia CIRP</i> 140 (2026): 587–92. <a href=\"https://doi.org/10.1016/j.procir.2026.05.099\">https://doi.org/10.1016/j.procir.2026.05.099</a>.","short":"I. Gräßler, S. Rarbach, J. Pottebaum, F. Luessen, J. Hoffmann, Procedia CIRP 140 (2026) 587–592.","ieee":"I. Gräßler, S. Rarbach, J. Pottebaum, F. Luessen, and J. Hoffmann, “Metadata Model for Engineering of Sustainable Products in Value Creation Networks,” <i>Procedia CIRP</i>, vol. 140, pp. 587–592, 2026, doi: <a href=\"https://doi.org/10.1016/j.procir.2026.05.099\">10.1016/j.procir.2026.05.099</a>.","apa":"Gräßler, I., Rarbach, S., Pottebaum, J., Luessen, F., &#38; Hoffmann, J. (2026). Metadata Model for Engineering of Sustainable Products in Value Creation Networks. <i>Procedia CIRP</i>, <i>140</i>, 587–592. <a href=\"https://doi.org/10.1016/j.procir.2026.05.099\">https://doi.org/10.1016/j.procir.2026.05.099</a>","bibtex":"@article{Gräßler_Rarbach_Pottebaum_Luessen_Hoffmann_2026, title={Metadata Model for Engineering of Sustainable Products in Value Creation Networks}, volume={140}, DOI={<a href=\"https://doi.org/10.1016/j.procir.2026.05.099\">10.1016/j.procir.2026.05.099</a>}, journal={Procedia CIRP}, publisher={Elsevier BV}, author={Gräßler, Iris and Rarbach, Sven and Pottebaum, Jens and Luessen, Florian and Hoffmann, Joerg}, year={2026}, pages={587–592} }","ama":"Gräßler I, Rarbach S, Pottebaum J, Luessen F, Hoffmann J. Metadata Model for Engineering of Sustainable Products in Value Creation Networks. <i>Procedia CIRP</i>. 2026;140:587-592. doi:<a href=\"https://doi.org/10.1016/j.procir.2026.05.099\">10.1016/j.procir.2026.05.099</a>","mla":"Gräßler, Iris, et al. “Metadata Model for Engineering of Sustainable Products in Value Creation Networks.” <i>Procedia CIRP</i>, vol. 140, Elsevier BV, 2026, pp. 587–92, doi:<a href=\"https://doi.org/10.1016/j.procir.2026.05.099\">10.1016/j.procir.2026.05.099</a>."},"quality_controlled":"1","oa":"1","status":"public","page":"587-592","_id":"65821","publisher":"Elsevier BV","user_id":"67999","volume":140},{"title":"Metadata-based assessment of Data Quality for Engineering of Sustainable Products","year":"2026","publication_identifier":{"issn":["2212-8271"]},"author":[{"id":"47565","orcid":"0000-0001-5765-971X","first_name":"Iris","last_name":"Gräßler","full_name":"Gräßler, Iris"},{"full_name":"Rarbach, Sven","first_name":"Sven","orcid":"https://orcid.org/0000-0003-0602-9923","last_name":"Rarbach","id":"67999"},{"last_name":"Pottebaum","first_name":"Jens","orcid":"http://orcid.org/0000-0001-8778-2989","full_name":"Pottebaum, Jens","id":"405"},{"first_name":"Joerg","last_name":"Hoffmann","full_name":"Hoffmann, Joerg"}],"date_updated":"2026-06-10T05:02:40Z","publication_status":"published","intvolume":"       142","main_file_link":[{"url":"https://www.sciencedirect.com/science/article/pii/S2212827126008280/pdf?md5=a68bc0683e223e6c598c33c8eba92912&pid=1-s2.0-S2212827126008280-main.pdf","open_access":"1"}],"language":[{"iso":"eng"}],"doi":"10.1016/j.procir.2026.05.255","publication":"Procedia CIRP","date_created":"2026-06-10T05:00:33Z","type":"journal_article","department":[{"_id":"152"}],"status":"public","page":"245-250","_id":"65820","publisher":"Elsevier BV","user_id":"67999","volume":142,"citation":{"mla":"Gräßler, Iris, et al. “Metadata-Based Assessment of Data Quality for Engineering of Sustainable Products.” <i>Procedia CIRP</i>, vol. 142, Elsevier BV, 2026, pp. 245–50, doi:<a href=\"https://doi.org/10.1016/j.procir.2026.05.255\">10.1016/j.procir.2026.05.255</a>.","ama":"Gräßler I, Rarbach S, Pottebaum J, Hoffmann J. Metadata-based assessment of Data Quality for Engineering of Sustainable Products. <i>Procedia CIRP</i>. 2026;142:245-250. doi:<a href=\"https://doi.org/10.1016/j.procir.2026.05.255\">10.1016/j.procir.2026.05.255</a>","bibtex":"@article{Gräßler_Rarbach_Pottebaum_Hoffmann_2026, title={Metadata-based assessment of Data Quality for Engineering of Sustainable Products}, volume={142}, DOI={<a href=\"https://doi.org/10.1016/j.procir.2026.05.255\">10.1016/j.procir.2026.05.255</a>}, journal={Procedia CIRP}, publisher={Elsevier BV}, author={Gräßler, Iris and Rarbach, Sven and Pottebaum, Jens and Hoffmann, Joerg}, year={2026}, pages={245–250} }","apa":"Gräßler, I., Rarbach, S., Pottebaum, J., &#38; Hoffmann, J. (2026). Metadata-based assessment of Data Quality for Engineering of Sustainable Products. <i>Procedia CIRP</i>, <i>142</i>, 245–250. <a href=\"https://doi.org/10.1016/j.procir.2026.05.255\">https://doi.org/10.1016/j.procir.2026.05.255</a>","ieee":"I. Gräßler, S. Rarbach, J. Pottebaum, and J. Hoffmann, “Metadata-based assessment of Data Quality for Engineering of Sustainable Products,” <i>Procedia CIRP</i>, vol. 142, pp. 245–250, 2026, doi: <a href=\"https://doi.org/10.1016/j.procir.2026.05.255\">10.1016/j.procir.2026.05.255</a>.","short":"I. Gräßler, S. Rarbach, J. Pottebaum, J. Hoffmann, Procedia CIRP 142 (2026) 245–250.","chicago":"Gräßler, Iris, Sven Rarbach, Jens Pottebaum, and Joerg Hoffmann. “Metadata-Based Assessment of Data Quality for Engineering of Sustainable Products.” <i>Procedia CIRP</i> 142 (2026): 245–50. <a href=\"https://doi.org/10.1016/j.procir.2026.05.255\">https://doi.org/10.1016/j.procir.2026.05.255</a>."},"quality_controlled":"1","oa":"1"},{"publication":"Nachhaltigkeit in der Produktentwicklung","citation":{"bibtex":"@inbook{Gräßler_Rarbach_Pottebaum_2026, place={Wiesbaden}, title={PLM und Datenökosysteme für eine MBSE-basierte zirkuläre Wertschöpfung}, DOI={<a href=\"https://doi.org/10.1007/978-3-658-52117-2_17\">10.1007/978-3-658-52117-2_17</a>}, booktitle={Nachhaltigkeit in der Produktentwicklung}, publisher={Springer Fachmedien Wiesbaden}, author={Gräßler, Iris and Rarbach, Sven and Pottebaum, Jens}, year={2026} }","ama":"Gräßler I, Rarbach S, Pottebaum J. PLM und Datenökosysteme für eine MBSE-basierte zirkuläre Wertschöpfung. In: <i>Nachhaltigkeit in der Produktentwicklung</i>. Springer Fachmedien Wiesbaden; 2026. doi:<a href=\"https://doi.org/10.1007/978-3-658-52117-2_17\">10.1007/978-3-658-52117-2_17</a>","mla":"Gräßler, Iris, et al. “PLM und Datenökosysteme für eine MBSE-basierte zirkuläre Wertschöpfung.” <i>Nachhaltigkeit in der Produktentwicklung</i>, Springer Fachmedien Wiesbaden, 2026, doi:<a href=\"https://doi.org/10.1007/978-3-658-52117-2_17\">10.1007/978-3-658-52117-2_17</a>.","short":"I. Gräßler, S. Rarbach, J. Pottebaum, in: Nachhaltigkeit in der Produktentwicklung, Springer Fachmedien Wiesbaden, Wiesbaden, 2026.","chicago":"Gräßler, Iris, Sven Rarbach, and Jens Pottebaum. “PLM und Datenökosysteme für eine MBSE-basierte zirkuläre Wertschöpfung.” In <i>Nachhaltigkeit in der Produktentwicklung</i>. Wiesbaden: Springer Fachmedien Wiesbaden, 2026. <a href=\"https://doi.org/10.1007/978-3-658-52117-2_17\">https://doi.org/10.1007/978-3-658-52117-2_17</a>.","ieee":"I. Gräßler, S. Rarbach, and J. Pottebaum, “PLM und Datenökosysteme für eine MBSE-basierte zirkuläre Wertschöpfung,” in <i>Nachhaltigkeit in der Produktentwicklung</i>, Wiesbaden: Springer Fachmedien Wiesbaden, 2026.","apa":"Gräßler, I., Rarbach, S., &#38; Pottebaum, J. (2026). PLM und Datenökosysteme für eine MBSE-basierte zirkuläre Wertschöpfung. In <i>Nachhaltigkeit in der Produktentwicklung</i>. Springer Fachmedien Wiesbaden. <a href=\"https://doi.org/10.1007/978-3-658-52117-2_17\">https://doi.org/10.1007/978-3-658-52117-2_17</a>"},"quality_controlled":"1","date_created":"2026-07-08T07:01:48Z","place":"Wiesbaden","type":"book_chapter","department":[{"_id":"152"}],"status":"public","title":"PLM und Datenökosysteme für eine MBSE-basierte zirkuläre Wertschöpfung","year":"2026","author":[{"id":"47565","full_name":"Gräßler, Iris","first_name":"Iris","orcid":"0000-0001-5765-971X","last_name":"Gräßler"},{"id":"67999","full_name":"Rarbach, Sven","last_name":"Rarbach","orcid":"https://orcid.org/0000-0003-0602-9923","first_name":"Sven"},{"first_name":"Jens","last_name":"Pottebaum","orcid":"http://orcid.org/0000-0001-8778-2989","full_name":"Pottebaum, Jens","id":"405"}],"publication_identifier":{"isbn":["9783658521165","9783658521172"]},"publication_status":"published","date_updated":"2026-07-08T07:04:22Z","_id":"66332","publisher":"Springer Fachmedien Wiesbaden","language":[{"iso":"ger"}],"user_id":"67999","doi":"10.1007/978-3-658-52117-2_17"},{"abstract":[{"text":"The Circular Economy is considered a key approach to addressing resource scarcity, rising raw material prices, and the need for more resilient value chains. However, its practical implementation is often hindered by the lack of suitable and standardized metrics, as well as by high requirements for horizontal and vertical data integration. This white paper illustrates, through selected Manufacturing-X projects, how federated data ecosystems can help establish Circular Economy metrics as an effective management instrument for growth, margin protection, and resilience.\r\nBased on literature, industrial practice, and demonstrators, Circular Economy metrics are structured into four groups: overarching assessment approaches, disassembly-related indicators, lifetime-oriented metrics, and end-of-life and recycling-focused indicators. Use cases from Construct-X, Decide4ECO, Fluid 4.0, Chem-X, and other Manufacturing-X initiatives demonstrate the benefits of data-driven approaches for product, component, and material loops. At the same time, they reveal a current lack of interoperable, cross-industry standards for both metrics and data models.\r\nThe white paper concludes that data ecosystems such as Manufacturing-X are a key enabler for scaling circular business models. In particular, shared cross-sector frameworks for metrics, standardized information models based for example on the Asset Administration Shell, and the integration of circular metrics into existing systems and processes are essential. The work presented therefore marks an important step toward a data-driven and economically viable Circular Economy.","lang":"eng"}],"date_created":"2026-07-20T19:06:41Z","department":[{"_id":"152"}],"type":"report","keyword":["Circular Economy","Circular Economy Metrics","Manufacturing-X","Data Ecosystems"],"author":[{"first_name":"Jens","last_name":"Pottebaum","orcid":"http://orcid.org/0000-0001-8778-2989","full_name":"Pottebaum, Jens","id":"405"},{"full_name":"Dietrich, Katrin","last_name":"Dietrich","first_name":"Katrin"},{"full_name":"Schmidt, Lara","last_name":"Schmidt","first_name":"Lara"},{"first_name":"Mostafa","last_name":"Biglari","full_name":"Biglari, Mostafa"},{"last_name":"Schmidt","first_name":"Michael-Georg","full_name":"Schmidt, Michael-Georg"},{"full_name":"Pistillo, Alessandro","first_name":"Alessandro","last_name":"Pistillo"},{"full_name":"Gravina, Nadja","last_name":"Gravina","first_name":"Nadja"},{"first_name":"Franziska","last_name":"Schmidt","full_name":"Schmidt, Franziska"}],"year":"2026","title":"Understanding the Value of Data Ecosystems for Circular Economy Metrics","date_updated":"2026-07-20T19:13:06Z","publication_status":"published","language":[{"iso":"eng"}],"main_file_link":[{"open_access":"1"}],"doi":"10.24406/PUBLICA-9382","citation":{"apa":"Pottebaum, J., Dietrich, K., Schmidt, L., Biglari, M., Schmidt, M.-G., Pistillo, A., Gravina, N., &#38; Schmidt, F. (2026). <i>Understanding the Value of Data Ecosystems for Circular Economy Metrics</i>. Manufacturing-X Guidance Board. <a href=\"https://doi.org/10.24406/PUBLICA-9382\">https://doi.org/10.24406/PUBLICA-9382</a>","ieee":"J. Pottebaum <i>et al.</i>, <i>Understanding the Value of Data Ecosystems for Circular Economy Metrics</i>. Berlin: Manufacturing-X Guidance Board, 2026.","short":"J. Pottebaum, K. Dietrich, L. Schmidt, M. Biglari, M.-G. Schmidt, A. Pistillo, N. Gravina, F. Schmidt, Understanding the Value of Data Ecosystems for Circular Economy Metrics, Manufacturing-X Guidance Board, Berlin, 2026.","chicago":"Pottebaum, Jens, Katrin Dietrich, Lara Schmidt, Mostafa Biglari, Michael-Georg Schmidt, Alessandro Pistillo, Nadja Gravina, and Franziska Schmidt. <i>Understanding the Value of Data Ecosystems for Circular Economy Metrics</i>. Berlin: Manufacturing-X Guidance Board, 2026. <a href=\"https://doi.org/10.24406/PUBLICA-9382\">https://doi.org/10.24406/PUBLICA-9382</a>.","mla":"Pottebaum, Jens, et al. <i>Understanding the Value of Data Ecosystems for Circular Economy Metrics</i>. Manufacturing-X Guidance Board, 2026, doi:<a href=\"https://doi.org/10.24406/PUBLICA-9382\">10.24406/PUBLICA-9382</a>.","ama":"Pottebaum J, Dietrich K, Schmidt L, et al. <i>Understanding the Value of Data Ecosystems for Circular Economy Metrics</i>. Manufacturing-X Guidance Board; 2026. doi:<a href=\"https://doi.org/10.24406/PUBLICA-9382\">10.24406/PUBLICA-9382</a>","bibtex":"@book{Pottebaum_Dietrich_Schmidt_Biglari_Schmidt_Pistillo_Gravina_Schmidt_2026, place={Berlin}, title={Understanding the Value of Data Ecosystems for Circular Economy Metrics}, DOI={<a href=\"https://doi.org/10.24406/PUBLICA-9382\">10.24406/PUBLICA-9382</a>}, publisher={Manufacturing-X Guidance Board}, author={Pottebaum, Jens and Dietrich, Katrin and Schmidt, Lara and Biglari, Mostafa and Schmidt, Michael-Georg and Pistillo, Alessandro and Gravina, Nadja and Schmidt, Franziska}, year={2026} }"},"place":"Berlin","oa":"1","status":"public","has_accepted_license":"1","_id":"66548","publisher":"Manufacturing-X Guidance Board","user_id":"405"},{"language":[{"iso":"eng"}],"main_file_link":[{"open_access":"1"}],"doi":"10.17619/UNIPB/1-2642","author":[{"id":"47565","full_name":"Gräßler, Iris","first_name":"Iris","orcid":"0000-0001-5765-971X","last_name":"Gräßler"},{"last_name":"Vollenkemper","first_name":"Felix","full_name":"Vollenkemper, Felix","id":"74028"},{"last_name":"Pottebaum","orcid":"http://orcid.org/0000-0001-8778-2989","first_name":"Jens","full_name":"Pottebaum, Jens","id":"405"}],"year":"2026","title":"A product Meta Data Model of assembly-related extreme data to enable hybrid decision support","publication_status":"published","date_updated":"2026-07-22T09:58:51Z","date_created":"2026-07-16T11:58:01Z","department":[{"_id":"152"}],"type":"conference","publication":"1st International Symposium on Hybrid Intelligence in Product and Production Engineering","abstract":[{"lang":"eng","text":"Models of Circular Economy introduce circularity strategies like reuse, repair or remanufacture. A significant level of complexity is added when these strategies are applied not only on integrated product level, but on lower levels of assemblies and parts. Therefore, approaches, like Design for Assembly, Disassembly and Reassembly (DfADR) become increasingly important including the consideration of ADR capabilities. To put DfADR into practice, it is necessary to structure ADR-related product data and make it usable for product engineers. For instance, assemblies resulting from disassembly might not be consistent with original assembly structures. Therefore, a Product Meta Data Model (MDM) is required to handle assembly-related data even when it has extreme characteristics. A literature review on related MDMs reveals a range of models for general product data and identifies a gap in consideration of assembly-related data. In an expert workshop, requirements are raised to evaluate existing models and develop ADR-related extensions. The MDM is conceptually modelled and validated by competence questions. The paper presents an approach that makes assembly-related data usable for hybrid decision support and enables engineers to think ahead of ADR processes."}],"_id":"66517","publisher":"LibreCat University","editor":[{"last_name":"Graessler","first_name":"Iris","full_name":"Graessler, Iris"}],"user_id":"405","conference":{"location":"Paderborn","start_date":"2026-03-24","name":"International Symposium on Hybrid Intelligence in Product and Production Engineering","end_date":"2026-03-26"},"status":"public","place":"Paderborn","oa":"1","citation":{"apa":"Gräßler, I., Vollenkemper, F., &#38; Pottebaum, J. (2026). A product Meta Data Model of assembly-related extreme data to enable hybrid decision support. In I. Graessler (Ed.), <i>1st International Symposium on Hybrid Intelligence in Product and Production Engineering</i>. LibreCat University. <a href=\"https://doi.org/10.17619/UNIPB/1-2642\">https://doi.org/10.17619/UNIPB/1-2642</a>","ieee":"I. Gräßler, F. Vollenkemper, and J. Pottebaum, “A product Meta Data Model of assembly-related extreme data to enable hybrid decision support,” in <i>1st International Symposium on Hybrid Intelligence in Product and Production Engineering</i>, Paderborn, 2026, doi: <a href=\"https://doi.org/10.17619/UNIPB/1-2642\">10.17619/UNIPB/1-2642</a>.","short":"I. Gräßler, F. Vollenkemper, J. Pottebaum, in: I. Graessler (Ed.), 1st International Symposium on Hybrid Intelligence in Product and Production Engineering, LibreCat University, Paderborn, 2026.","chicago":"Gräßler, Iris, Felix Vollenkemper, and Jens Pottebaum. “A Product Meta Data Model of Assembly-Related Extreme Data to Enable Hybrid Decision Support.” In <i>1st International Symposium on Hybrid Intelligence in Product and Production Engineering</i>, edited by Iris Graessler. Paderborn: LibreCat University, 2026. <a href=\"https://doi.org/10.17619/UNIPB/1-2642\">https://doi.org/10.17619/UNIPB/1-2642</a>.","mla":"Gräßler, Iris, et al. “A Product Meta Data Model of Assembly-Related Extreme Data to Enable Hybrid Decision Support.” <i>1st International Symposium on Hybrid Intelligence in Product and Production Engineering</i>, edited by Iris Graessler, LibreCat University, 2026, doi:<a href=\"https://doi.org/10.17619/UNIPB/1-2642\">10.17619/UNIPB/1-2642</a>.","ama":"Gräßler I, Vollenkemper F, Pottebaum J. A product Meta Data Model of assembly-related extreme data to enable hybrid decision support. In: Graessler I, ed. <i>1st International Symposium on Hybrid Intelligence in Product and Production Engineering</i>. LibreCat University; 2026. doi:<a href=\"https://doi.org/10.17619/UNIPB/1-2642\">10.17619/UNIPB/1-2642</a>","bibtex":"@inproceedings{Gräßler_Vollenkemper_Pottebaum_2026, place={Paderborn}, title={A product Meta Data Model of assembly-related extreme data to enable hybrid decision support}, DOI={<a href=\"https://doi.org/10.17619/UNIPB/1-2642\">10.17619/UNIPB/1-2642</a>}, booktitle={1st International Symposium on Hybrid Intelligence in Product and Production Engineering}, publisher={LibreCat University}, author={Gräßler, Iris and Vollenkemper, Felix and Pottebaum, Jens}, editor={Graessler, Iris}, year={2026} }"},"quality_controlled":"1"},{"place":"Paderborn","oa":"1","citation":{"apa":"Gräßler, I., Hesse, T., &#38; Pottebaum, J. (2026). Enabling extreme data by using DS/AI approaches. In I. Graessler (Ed.), <i>1st International Symposium on Hybrid Intelligence in Product and Production Engineering</i>. Universitätsbibliothek. <a href=\"https://doi.org/10.17619/UNIPB/1-2640\">https://doi.org/10.17619/UNIPB/1-2640</a>","ieee":"I. Gräßler, T. Hesse, and J. Pottebaum, “Enabling extreme data by using DS/AI approaches,” in <i>1st International Symposium on Hybrid Intelligence in Product and Production Engineering</i>, Paderborn, 2026, doi: <a href=\"https://doi.org/10.17619/UNIPB/1-2640\">10.17619/UNIPB/1-2640</a>.","chicago":"Gräßler, I., Thomas Hesse, and Jens Pottebaum. “Enabling Extreme Data by Using DS/AI Approaches.” In <i>1st International Symposium on Hybrid Intelligence in Product and Production Engineering</i>, edited by Iris Graessler. Paderborn: Universitätsbibliothek, 2026. <a href=\"https://doi.org/10.17619/UNIPB/1-2640\">https://doi.org/10.17619/UNIPB/1-2640</a>.","short":"I. Gräßler, T. Hesse, J. Pottebaum, in: I. Graessler (Ed.), 1st International Symposium on Hybrid Intelligence in Product and Production Engineering, Universitätsbibliothek, Paderborn, 2026.","mla":"Gräßler, I., et al. “Enabling Extreme Data by Using DS/AI Approaches.” <i>1st International Symposium on Hybrid Intelligence in Product and Production Engineering</i>, edited by Iris Graessler, Universitätsbibliothek, 2026, doi:<a href=\"https://doi.org/10.17619/UNIPB/1-2640\">10.17619/UNIPB/1-2640</a>.","ama":"Gräßler I, Hesse T, Pottebaum J. Enabling extreme data by using DS/AI approaches. In: Graessler I, ed. <i>1st International Symposium on Hybrid Intelligence in Product and Production Engineering</i>. Universitätsbibliothek; 2026. doi:<a href=\"https://doi.org/10.17619/UNIPB/1-2640\">10.17619/UNIPB/1-2640</a>","bibtex":"@inproceedings{Gräßler_Hesse_Pottebaum_2026, place={Paderborn}, title={Enabling extreme data by using DS/AI approaches}, DOI={<a href=\"https://doi.org/10.17619/UNIPB/1-2640\">10.17619/UNIPB/1-2640</a>}, booktitle={1st International Symposium on Hybrid Intelligence in Product and Production Engineering}, publisher={Universitätsbibliothek}, author={Gräßler, I. and Hesse, Thomas and Pottebaum, Jens}, editor={Graessler, Iris}, year={2026} }"},"quality_controlled":"1","_id":"66683","publisher":"Universitätsbibliothek","user_id":"76202","editor":[{"last_name":"Graessler","first_name":"Iris","full_name":"Graessler, Iris"}],"status":"public","conference":{"location":"Paderborn","start_date":"25"},"date_created":"2026-08-07T11:59:52Z","type":"conference","department":[{"_id":"152"}],"publication":"1st International Symposium on Hybrid Intelligence in Product and Production Engineering","abstract":[{"text":"Design for Assembly, Disassembly and Reassembly (DfADR) prepares for high levels of material circularity in terms of repair and remanufacturing. The intention of reassembling products and their part simplies that inspection and sorting need to be integrated with value-conserving objectives. Further, disassembly and reassembly require higher competence levels of workforce than assembly. To provide the required information during engineering, a metadata model (MDM) is required that links established product models to capability models. Since processes to be carried out for realizing a product largely determine required employees’ capabilities, the proposed approach uses the ADR process domain to connect product and capability domains. The research is based on a systematic literature analysis to identify existing approaches regarding MDMs of ADR processes. Based on the results, an integrative MDM is developed that answers defined competence questions. The model enables queries which support engineers by feedback on which skills are required for a product. This builds up a basis to check whether required skills are available in the manufacturing company, either early in product engineering or later in ADR planning.","lang":"eng"}],"main_file_link":[{"open_access":"1"}],"language":[{"iso":"eng"}],"doi":"10.17619/UNIPB/1-2640","title":"Enabling extreme data by using DS/AI approaches","year":"2026","author":[{"id":"47565","full_name":"Gräßler, I.","first_name":"I.","last_name":"Gräßler","orcid":"0000-0001-5765-971X"},{"full_name":"Hesse, Thomas","first_name":"Thomas","last_name":"Hesse","id":"76202"},{"first_name":"Jens","orcid":"http://orcid.org/0000-0001-8778-2989","last_name":"Pottebaum","full_name":"Pottebaum, Jens","id":"405"}],"date_updated":"2026-08-13T08:14:20Z","publication_status":"published"},{"author":[{"last_name":"Gräßler","orcid":"0000-0001-5765-971X","first_name":"Iris","full_name":"Gräßler, Iris","id":"47565"},{"last_name":"Rarbach","first_name":"Sven","full_name":"Rarbach, Sven","id":"67999"},{"last_name":"Pottebaum","first_name":"Jens","orcid":"http://orcid.org/0000-0001-8778-2989","full_name":"Pottebaum, Jens","id":"405"}],"publication_identifier":{"issn":["2942-6170"]},"year":"2025","title":"Data Quality in the Engineering of Circular Products - Decision support for circular value creation through data ecosystems","intvolume":"      2025","date_updated":"2025-04-10T08:04:33Z","publication_status":"published","language":[{"iso":"eng"}],"main_file_link":[{"open_access":"1","url":"https://doi.org/10.30844/I4SE.25.2.12"}],"doi":"10.30844/i4se.25.2.12","issue":"2","publication":"Industry 4.0 Science","date_created":"2025-04-10T08:03:11Z","department":[{"_id":"152"}],"type":"journal_article","status":"public","_id":"59478","publisher":"GITO mbH Verlag","volume":2025,"user_id":"67999","citation":{"ieee":"I. Gräßler, S. Rarbach, and J. Pottebaum, “Data Quality in the Engineering of Circular Products - Decision support for circular value creation through data ecosystems,” <i>Industry 4.0 Science</i>, vol. 2025, no. 2, 2025, doi: <a href=\"https://doi.org/10.30844/i4se.25.2.12\">10.30844/i4se.25.2.12</a>.","apa":"Gräßler, I., Rarbach, S., &#38; Pottebaum, J. (2025). Data Quality in the Engineering of Circular Products - Decision support for circular value creation through data ecosystems. <i>Industry 4.0 Science</i>, <i>2025</i>(2). <a href=\"https://doi.org/10.30844/i4se.25.2.12\">https://doi.org/10.30844/i4se.25.2.12</a>","short":"I. Gräßler, S. Rarbach, J. Pottebaum, Industry 4.0 Science 2025 (2025).","chicago":"Gräßler, Iris, Sven Rarbach, and Jens Pottebaum. “Data Quality in the Engineering of Circular Products - Decision Support for Circular Value Creation through Data Ecosystems.” <i>Industry 4.0 Science</i> 2025, no. 2 (2025). <a href=\"https://doi.org/10.30844/i4se.25.2.12\">https://doi.org/10.30844/i4se.25.2.12</a>.","mla":"Gräßler, Iris, et al. “Data Quality in the Engineering of Circular Products - Decision Support for Circular Value Creation through Data Ecosystems.” <i>Industry 4.0 Science</i>, vol. 2025, no. 2, GITO mbH Verlag, 2025, doi:<a href=\"https://doi.org/10.30844/i4se.25.2.12\">10.30844/i4se.25.2.12</a>.","bibtex":"@article{Gräßler_Rarbach_Pottebaum_2025, title={Data Quality in the Engineering of Circular Products - Decision support for circular value creation through data ecosystems}, volume={2025}, DOI={<a href=\"https://doi.org/10.30844/i4se.25.2.12\">10.30844/i4se.25.2.12</a>}, number={2}, journal={Industry 4.0 Science}, publisher={GITO mbH Verlag}, author={Gräßler, Iris and Rarbach, Sven and Pottebaum, Jens}, year={2025} }","ama":"Gräßler I, Rarbach S, Pottebaum J. Data Quality in the Engineering of Circular Products - Decision support for circular value creation through data ecosystems. <i>Industry 40 Science</i>. 2025;2025(2). doi:<a href=\"https://doi.org/10.30844/i4se.25.2.12\">10.30844/i4se.25.2.12</a>"},"quality_controlled":"1","oa":"1"},{"author":[{"id":"47565","full_name":"Gräßler, Iris","first_name":"Iris","orcid":"0000-0001-5765-971X","last_name":"Gräßler"},{"first_name":"Jens","orcid":"http://orcid.org/0000-0001-8778-2989","last_name":"Pottebaum","full_name":"Pottebaum, Jens","id":"405"},{"full_name":"Nyhuis, Peter","first_name":"Peter","last_name":"Nyhuis"},{"first_name":"Matthias","last_name":"Schmidt","full_name":"Schmidt, Matthias"},{"first_name":"Benedikt","last_name":"Grewe","full_name":"Grewe, Benedikt","id":"52359"},{"first_name":"Felix","last_name":"Vollenkemper","full_name":"Vollenkemper, Felix","id":"74028"},{"first_name":"Thomas","last_name":"Hesse","full_name":"Hesse, Thomas","id":"76202"},{"first_name":"Tim","last_name":"Meinecke","full_name":"Meinecke, Tim"}],"title":"Evolving Design for Assembly, Disassembly and Reassembly into a new paradigm: Design-for-Capabilities with Hybrid Decision Support as an enabler for circular products","year":"2025","date_updated":"2025-11-11T06:11:36Z","publication_status":"published","language":[{"iso":"eng"}],"main_file_link":[{"url":"https://elib.uni-stuttgart.de/items/82c396f0-b5ef-42ca-b9c3-28e9d301568d","open_access":"1"}],"publication":"Stuttgarter Symposium für Produktentwicklung (SSP) 2025","date_created":"2025-05-22T07:47:40Z","department":[{"_id":"152"}],"type":"conference","conference":{"end_date":"2025-05-22","location":"Stuttgart","name":"Stuttgarter Symposium für Produktentwicklung","start_date":"2025-05-21"},"status":"public","_id":"60013","publisher":"Fraunhofer IAO","page":"509-518","editor":[{"first_name":"Katharina","last_name":"Hölzle","full_name":"Hölzle, Katharina"},{"full_name":"Kreimeyer, Matthias","last_name":"Kreimeyer","first_name":"Matthias"},{"first_name":"Daniel","last_name":"Roth","full_name":"Roth, Daniel"},{"full_name":"Maier, Thomas","last_name":"Maier","first_name":"Thomas"},{"full_name":"Riedel, Oliver","last_name":"Riedel","first_name":"Oliver"}],"user_id":"52359","citation":{"ama":"Gräßler I, Pottebaum J, Nyhuis P, et al. Evolving Design for Assembly, Disassembly and Reassembly into a new paradigm: Design-for-Capabilities with Hybrid Decision Support as an enabler for circular products. In: Hölzle K, Kreimeyer M, Roth D, Maier T, Riedel O, eds. <i>Stuttgarter Symposium Für Produktentwicklung (SSP) 2025</i>. Fraunhofer IAO; 2025:509-518.","bibtex":"@inproceedings{Gräßler_Pottebaum_Nyhuis_Schmidt_Grewe_Vollenkemper_Hesse_Meinecke_2025, title={Evolving Design for Assembly, Disassembly and Reassembly into a new paradigm: Design-for-Capabilities with Hybrid Decision Support as an enabler for circular products}, booktitle={Stuttgarter Symposium für Produktentwicklung (SSP) 2025}, publisher={Fraunhofer IAO}, author={Gräßler, Iris and Pottebaum, Jens and Nyhuis, Peter and Schmidt, Matthias and Grewe, Benedikt and Vollenkemper, Felix and Hesse, Thomas and Meinecke, Tim}, editor={Hölzle, Katharina and Kreimeyer, Matthias and Roth, Daniel and Maier, Thomas and Riedel, Oliver}, year={2025}, pages={509–518} }","mla":"Gräßler, Iris, et al. “Evolving Design for Assembly, Disassembly and Reassembly into a New Paradigm: Design-for-Capabilities with Hybrid Decision Support as an Enabler for Circular Products.” <i>Stuttgarter Symposium Für Produktentwicklung (SSP) 2025</i>, edited by Katharina Hölzle et al., Fraunhofer IAO, 2025, pp. 509–18.","chicago":"Gräßler, Iris, Jens Pottebaum, Peter Nyhuis, Matthias Schmidt, Benedikt Grewe, Felix Vollenkemper, Thomas Hesse, and Tim Meinecke. “Evolving Design for Assembly, Disassembly and Reassembly into a New Paradigm: Design-for-Capabilities with Hybrid Decision Support as an Enabler for Circular Products.” In <i>Stuttgarter Symposium Für Produktentwicklung (SSP) 2025</i>, edited by Katharina Hölzle, Matthias Kreimeyer, Daniel Roth, Thomas Maier, and Oliver Riedel, 509–18. Fraunhofer IAO, 2025.","short":"I. Gräßler, J. Pottebaum, P. Nyhuis, M. Schmidt, B. Grewe, F. Vollenkemper, T. Hesse, T. Meinecke, in: K. Hölzle, M. Kreimeyer, D. Roth, T. Maier, O. Riedel (Eds.), Stuttgarter Symposium Für Produktentwicklung (SSP) 2025, Fraunhofer IAO, 2025, pp. 509–518.","apa":"Gräßler, I., Pottebaum, J., Nyhuis, P., Schmidt, M., Grewe, B., Vollenkemper, F., Hesse, T., &#38; Meinecke, T. (2025). Evolving Design for Assembly, Disassembly and Reassembly into a new paradigm: Design-for-Capabilities with Hybrid Decision Support as an enabler for circular products. In K. Hölzle, M. Kreimeyer, D. Roth, T. Maier, &#38; O. Riedel (Eds.), <i>Stuttgarter Symposium für Produktentwicklung (SSP) 2025</i> (pp. 509–518). Fraunhofer IAO.","ieee":"I. Gräßler <i>et al.</i>, “Evolving Design for Assembly, Disassembly and Reassembly into a new paradigm: Design-for-Capabilities with Hybrid Decision Support as an enabler for circular products,” in <i>Stuttgarter Symposium für Produktentwicklung (SSP) 2025</i>, Stuttgart, 2025, pp. 509–518."},"quality_controlled":"1","oa":"1"},{"citation":{"mla":"Gräßler, Iris, et al. “Potentials of Product Lifecycle Management to Enhance Circular Economy.” <i>The 11th World Sustainability Forum (WSF11)</i>, MDPI, 2025, doi:<a href=\"https://doi.org/10.3390/proceedings2025131047\">10.3390/proceedings2025131047</a>.","bibtex":"@inproceedings{Gräßler_Pottebaum_Rarbach_2025, title={Potentials of Product Lifecycle Management to Enhance Circular Economy}, DOI={<a href=\"https://doi.org/10.3390/proceedings2025131047\">10.3390/proceedings2025131047</a>}, booktitle={The 11th World Sustainability Forum (WSF11)}, publisher={MDPI}, author={Gräßler, Iris and Pottebaum, Jens and Rarbach, Sven}, year={2025} }","ama":"Gräßler I, Pottebaum J, Rarbach S. Potentials of Product Lifecycle Management to Enhance Circular Economy. In: <i>The 11th World Sustainability Forum (WSF11)</i>. MDPI; 2025. doi:<a href=\"https://doi.org/10.3390/proceedings2025131047\">10.3390/proceedings2025131047</a>","ieee":"I. Gräßler, J. Pottebaum, and S. Rarbach, “Potentials of Product Lifecycle Management to Enhance Circular Economy,” presented at the 11th World Sustainability Forum (WSF11), Barcelona, 2025, doi: <a href=\"https://doi.org/10.3390/proceedings2025131047\">10.3390/proceedings2025131047</a>.","apa":"Gräßler, I., Pottebaum, J., &#38; Rarbach, S. (2025). Potentials of Product Lifecycle Management to Enhance Circular Economy. <i>The 11th World Sustainability Forum (WSF11)</i>. 11th World Sustainability Forum (WSF11), Barcelona. <a href=\"https://doi.org/10.3390/proceedings2025131047\">https://doi.org/10.3390/proceedings2025131047</a>","chicago":"Gräßler, Iris, Jens Pottebaum, and Sven Rarbach. “Potentials of Product Lifecycle Management to Enhance Circular Economy.” In <i>The 11th World Sustainability Forum (WSF11)</i>. MDPI, 2025. <a href=\"https://doi.org/10.3390/proceedings2025131047\">https://doi.org/10.3390/proceedings2025131047</a>.","short":"I. Gräßler, J. Pottebaum, S. Rarbach, in: The 11th World Sustainability Forum (WSF11), MDPI, 2025."},"publication":"The 11th World Sustainability Forum (WSF11)","quality_controlled":"1","date_created":"2025-11-28T10:46:42Z","department":[{"_id":"152"}],"oa":"1","type":"conference","author":[{"last_name":"Gräßler","first_name":"Iris","orcid":"0000-0001-5765-971X","full_name":"Gräßler, Iris","id":"47565"},{"first_name":"Jens","orcid":"http://orcid.org/0000-0001-8778-2989","last_name":"Pottebaum","full_name":"Pottebaum, Jens","id":"405"},{"id":"67999","full_name":"Rarbach, Sven","first_name":"Sven","last_name":"Rarbach","orcid":"https://orcid.org/0000-0003-0602-9923"}],"conference":{"end_date":"2025-10-03","name":"11th World Sustainability Forum (WSF11)","start_date":"2025-10-02","location":"Barcelona"},"year":"2025","status":"public","title":"Potentials of Product Lifecycle Management to Enhance Circular Economy","publication_status":"published","date_updated":"2025-11-28T10:49:48Z","language":[{"iso":"eng"}],"_id":"62688","publisher":"MDPI","main_file_link":[{"url":"https://www.mdpi.com/2504-3900/131/1/47/pdf?version=1764145984","open_access":"1"}],"user_id":"67999","doi":"10.3390/proceedings2025131047"},{"abstract":[{"text":"This paper presents the concept of Information Circularity Assistance, which provides decision support in the early stages of product creation for Circular Economy. Engineers in strategic product planning need to proactively predict the quantity, quality, and timing of secondary materials and returned components. For example, products with high recycled content will only be economically sustainable if the material is actually available in the future product life. Our assumption is that Information Circularity Assistance enables decision makers to incorporate insights from extreme data – high-volume, high-velocity, heterogeneous and distributed data from the product life – into product creation through intelligent Digital Twins. Artificial Intelligence can help to derive sustainable actions in favor of circular products by processing extreme data and enriching it with expert knowledge. The research contributes in three key dimensions. First, a comprehensive literature review is conducted. This review covers concepts of intelligence in Scenario-Technique for strategic product planning, Digital Twin-based analysis of extreme data and relevant technologies from Data Science and Artificial Intelligence. In all areas, the state of the art and emerging trends are identified. Secondly, the study identifies information needs along the steps of the Scenario-Technique and information offerings based on Digital Twins. The concept of Information Circularity Assistance results from the coupling of these demands and offerings, extending the Scenario-Technique beyond traditional expert-based methods. Third, we extend existing Digital Twin methods used in circularity and discuss the deployment of Data Science and Artificial Intelligence algorithms within the product creation process. Our approach uses extreme data to provide a strategic advantage in optimizing product life cycle planning, which is illustrated by two sample applications. The aim is to provide Information Circularity Assistance that will support experienced product planners, developers, and decision makers in the future.","lang":"eng"}],"publication":"at - Automatisierungstechnik","issue":"1","type":"journal_article","keyword":["Scenario-Technique","Artificial Intelligence","Digital Twin","Large Language Models"],"department":[{"_id":"152"}],"date_created":"2025-01-07T13:30:45Z","date_updated":"2025-02-15T09:41:54Z","publication_status":"published","intvolume":"        73","article_type":"original","title":"Information Circularity Assistance based on extreme data","year":"2025","publication_identifier":{"issn":["0178-2312","2196-677X"]},"author":[{"id":"47565","last_name":"Gräßler","orcid":"0000-0001-5765-971X","first_name":"Iris","full_name":"Gräßler, Iris"},{"first_name":"Michael","last_name":"Weyrich","full_name":"Weyrich, Michael"},{"last_name":"Pottebaum","orcid":"http://orcid.org/0000-0001-8778-2989","first_name":"Jens","full_name":"Pottebaum, Jens","id":"405"},{"full_name":"Kamm, Simon","last_name":"Kamm","first_name":"Simon"}],"doi":"10.1515/auto-2024-0039","alternative_title":["Utilizing Artificial Intelligence, Scenario-Technique and Digital Twins to solve challenges of product creation for Circular Economy"],"main_file_link":[{"open_access":"1"}],"language":[{"iso":"eng"}],"quality_controlled":"1","citation":{"short":"I. Gräßler, M. Weyrich, J. Pottebaum, S. Kamm, At - Automatisierungstechnik 73 (2025) 3–21.","ama":"Gräßler I, Weyrich M, Pottebaum J, Kamm S. Information Circularity Assistance based on extreme data. <i>at - Automatisierungstechnik</i>. 2025;73(1):3-21. doi:<a href=\"https://doi.org/10.1515/auto-2024-0039\">10.1515/auto-2024-0039</a>","chicago":"Gräßler, Iris, Michael Weyrich, Jens Pottebaum, and Simon Kamm. “Information Circularity Assistance Based on Extreme Data.” <i>At - Automatisierungstechnik</i> 73, no. 1 (2025): 3–21. <a href=\"https://doi.org/10.1515/auto-2024-0039\">https://doi.org/10.1515/auto-2024-0039</a>.","bibtex":"@article{Gräßler_Weyrich_Pottebaum_Kamm_2025, title={Information Circularity Assistance based on extreme data}, volume={73}, DOI={<a href=\"https://doi.org/10.1515/auto-2024-0039\">10.1515/auto-2024-0039</a>}, number={1}, journal={at - Automatisierungstechnik}, publisher={Walter de Gruyter GmbH}, author={Gräßler, Iris and Weyrich, Michael and Pottebaum, Jens and Kamm, Simon}, year={2025}, pages={3–21} }","apa":"Gräßler, I., Weyrich, M., Pottebaum, J., &#38; Kamm, S. (2025). Information Circularity Assistance based on extreme data. <i>At - Automatisierungstechnik</i>, <i>73</i>(1), 3–21. <a href=\"https://doi.org/10.1515/auto-2024-0039\">https://doi.org/10.1515/auto-2024-0039</a>","mla":"Gräßler, Iris, et al. “Information Circularity Assistance Based on Extreme Data.” <i>At - Automatisierungstechnik</i>, vol. 73, no. 1, Walter de Gruyter GmbH, 2025, pp. 3–21, doi:<a href=\"https://doi.org/10.1515/auto-2024-0039\">10.1515/auto-2024-0039</a>.","ieee":"I. Gräßler, M. Weyrich, J. Pottebaum, and S. Kamm, “Information Circularity Assistance based on extreme data,” <i>at - Automatisierungstechnik</i>, vol. 73, no. 1, pp. 3–21, 2025, doi: <a href=\"https://doi.org/10.1515/auto-2024-0039\">10.1515/auto-2024-0039</a>."},"oa":"1","status":"public","user_id":"405","volume":73,"page":"3-21","_id":"58076","publisher":"Walter de Gruyter GmbH"},{"intvolume":"      2025","article_type":"original","date_updated":"2025-02-15T09:40:52Z","publication_status":"published","publication_identifier":{"issn":["2942-6170"]},"author":[{"id":"47565","full_name":"Gräßler, Iris","first_name":"Iris","orcid":"0000-0001-5765-971X","last_name":"Gräßler"},{"last_name":"Pottebaum","orcid":"http://orcid.org/0000-0001-8778-2989","first_name":"Jens","full_name":"Pottebaum, Jens","id":"405"},{"first_name":"Peter","last_name":"Nyhuis","full_name":"Nyhuis, Peter"},{"last_name":"Stark","first_name":"Rainer","full_name":"Stark, Rainer"},{"full_name":"Thoben, Klaus-Dieter","first_name":"Klaus-Dieter","last_name":"Thoben"},{"first_name":"Petra","last_name":"Wiederkehr","full_name":"Wiederkehr, Petra"}],"title":"Hybrid Decision Support in Product Creation - Improving performance with data science and artificial intelligence","year":"2025","alternative_title":["Hybride Entscheidungsunterstützung in der Produktentstehung - Mit Data Science und Künstlicher Intelligenz die Leistungsfähigkeit erhöhen"],"doi":"10.30844/i4sd.25.1.18","language":[{"iso":"eng"}],"main_file_link":[{"open_access":"1"}],"abstract":[{"text":"Technical systems are characterized by increasing interdisciplinarity, complexity and networking. A product and its corresponding production systems require interdisciplinary multi-objective optimization. Sustainability and recyclability demands increase said complexity. The efficiency of previously established engineering methods is reaching its limits, which can only be overcome by systematic integration of extreme data. The aim of \"hybrid decision support\" is as follows: Data science and artificial intelligence should be used to supplement human capabilities in conjunction with existing heuristics, methods, modeling and simulation to increase the efficiency of product creation.","lang":"eng"}],"issue":"1","publication":"Industry 4.0 Science","department":[{"_id":"152"}],"type":"journal_article","keyword":["AI","artificial intelligence","Data Science","decision support","extreme data","Künstliche Intelligenz","product creation","product development"],"date_created":"2025-02-15T09:31:30Z","status":"public","volume":2025,"user_id":"405","publisher":"GITO mbH Verlag","_id":"58650","quality_controlled":"1","citation":{"bibtex":"@article{Gräßler_Pottebaum_Nyhuis_Stark_Thoben_Wiederkehr_2025, title={Hybrid Decision Support in Product Creation - Improving performance with data science and artificial intelligence}, volume={2025}, DOI={<a href=\"https://doi.org/10.30844/i4sd.25.1.18\">10.30844/i4sd.25.1.18</a>}, number={1}, journal={Industry 4.0 Science}, publisher={GITO mbH Verlag}, author={Gräßler, Iris and Pottebaum, Jens and Nyhuis, Peter and Stark, Rainer and Thoben, Klaus-Dieter and Wiederkehr, Petra}, year={2025} }","ama":"Gräßler I, Pottebaum J, Nyhuis P, Stark R, Thoben K-D, Wiederkehr P. Hybrid Decision Support in Product Creation - Improving performance with data science and artificial intelligence. <i>Industry 40 Science</i>. 2025;2025(1). doi:<a href=\"https://doi.org/10.30844/i4sd.25.1.18\">10.30844/i4sd.25.1.18</a>","mla":"Gräßler, Iris, et al. “Hybrid Decision Support in Product Creation - Improving Performance with Data Science and Artificial Intelligence.” <i>Industry 4.0 Science</i>, vol. 2025, no. 1, GITO mbH Verlag, 2025, doi:<a href=\"https://doi.org/10.30844/i4sd.25.1.18\">10.30844/i4sd.25.1.18</a>.","chicago":"Gräßler, Iris, Jens Pottebaum, Peter Nyhuis, Rainer Stark, Klaus-Dieter Thoben, and Petra Wiederkehr. “Hybrid Decision Support in Product Creation - Improving Performance with Data Science and Artificial Intelligence.” <i>Industry 4.0 Science</i> 2025, no. 1 (2025). <a href=\"https://doi.org/10.30844/i4sd.25.1.18\">https://doi.org/10.30844/i4sd.25.1.18</a>.","short":"I. Gräßler, J. Pottebaum, P. Nyhuis, R. Stark, K.-D. Thoben, P. Wiederkehr, Industry 4.0 Science 2025 (2025).","ieee":"I. Gräßler, J. Pottebaum, P. Nyhuis, R. Stark, K.-D. Thoben, and P. Wiederkehr, “Hybrid Decision Support in Product Creation - Improving performance with data science and artificial intelligence,” <i>Industry 4.0 Science</i>, vol. 2025, no. 1, 2025, doi: <a href=\"https://doi.org/10.30844/i4sd.25.1.18\">10.30844/i4sd.25.1.18</a>.","apa":"Gräßler, I., Pottebaum, J., Nyhuis, P., Stark, R., Thoben, K.-D., &#38; Wiederkehr, P. (2025). Hybrid Decision Support in Product Creation - Improving performance with data science and artificial intelligence. <i>Industry 4.0 Science</i>, <i>2025</i>(1). <a href=\"https://doi.org/10.30844/i4sd.25.1.18\">https://doi.org/10.30844/i4sd.25.1.18</a>"},"oa":"1"},{"date_updated":"2025-08-28T13:17:55Z","title":"Shifting boundaries from preparedness to response: Using simulation of rescue robots in weather-induced emergencies","year":"2025","author":[{"first_name":"Iris","orcid":"0000-0001-5765-971X","last_name":"Gräßler","full_name":"Gräßler, Iris","id":"47565"},{"orcid":"https://orcid.org/0009-0005-7676-4036","last_name":"Döhner","first_name":"Niklas","full_name":"Döhner, Niklas","id":"108017"},{"orcid":"https://orcid.org/0009-0007-5400-4436","first_name":"Marcel","last_name":"Ebel","full_name":"Ebel, Marcel","id":"81788"},{"last_name":"Pottebaum","orcid":"http://orcid.org/0000-0001-8778-2989","first_name":"Jens","full_name":"Pottebaum, Jens","id":"405"}],"doi":"10.18420/muc2025-mci-ws01-187","main_file_link":[{"url":"https://dl.gi.de/server/api/core/bitstreams/1007ec7d-377f-4e9f-b2a7-e8482b955bf5/content","open_access":"1"}],"language":[{"iso":"eng"}],"abstract":[{"text":"In early operational phases of severe weather events, a lack of\r\ninformation challenges emergency management teams to gain\r\nan overview of the situation and make informed decisions. To\r\nsupport situational exploration, unmanned aerial and ground\r\nvehicles attract increasing attention, primarily used to\r\ndocument operational sites. However, they offer further\r\npotential in early operational phases. To ensure their reliable\r\nuse for exploration, decision-makers must be aware of\r\nopportunities and limitations under prevailing conditions. For\r\nthis, use cases for robotic simulation in emergency response\r\nare presented, considering technical restrictions and dynamic\r\ninfluences from weather impacts. The approach of integrating\r\nrescue robot simulation into the response phase is developed\r\nfollowing a five-step research design. Existing use cases of\r\nrescue robot simulation are identified in a systematic literature\r\nanalysis. The results are extended with use cases developed for\r\nurban flooding scenarios. Subsequently, use cases are assessed\r\nand selected for implementation in the simulation environment\r\nGazebo. Finally, the results are validated with end users in the\r\nEU research project CREXDATA, which focuses on decision\r\nsupport based on processing extreme data. The implemented\r\nuse cases demonstrate the potential of robotic simulation in\r\nemergency response to accelerate action planning in decisionmaking and provide a more detailed picture, enabling betterinformed decisions. ","lang":"eng"}],"publication":"Mensch und Computer 2025 - Workshopband","type":"conference","keyword":["robotic simulation","rescue robots","emergency response","extreme weather"],"department":[{"_id":"152"}],"date_created":"2025-08-28T12:58:15Z","has_accepted_license":"1","status":"public","conference":{"location":"Chemnitz","start_date":"2025-08-31","name":"Mensch und Computer","end_date":"2025-09-03"},"user_id":"108017","_id":"61060","quality_controlled":"1","project":[{"name":"CREXDATA: Kritische Maßnahmenplanung über extreme Datenmengen","_id":"516"}],"citation":{"chicago":"Gräßler, Iris, Niklas Döhner, Marcel Ebel, and Jens Pottebaum. “Shifting Boundaries from Preparedness to Response: Using Simulation of Rescue Robots in Weather-Induced Emergencies.” In <i>Mensch Und Computer 2025 - Workshopband</i>, 2025. <a href=\"https://doi.org/10.18420/muc2025-mci-ws01-187\">https://doi.org/10.18420/muc2025-mci-ws01-187</a>.","short":"I. Gräßler, N. Döhner, M. Ebel, J. Pottebaum, in: Mensch Und Computer 2025 - Workshopband, 2025.","ama":"Gräßler I, Döhner N, Ebel M, Pottebaum J. Shifting boundaries from preparedness to response: Using simulation of rescue robots in weather-induced emergencies. In: <i>Mensch Und Computer 2025 - Workshopband</i>. ; 2025. doi:<a href=\"https://doi.org/10.18420/muc2025-mci-ws01-187\">10.18420/muc2025-mci-ws01-187</a>","bibtex":"@inproceedings{Gräßler_Döhner_Ebel_Pottebaum_2025, title={Shifting boundaries from preparedness to response: Using simulation of rescue robots in weather-induced emergencies}, DOI={<a href=\"https://doi.org/10.18420/muc2025-mci-ws01-187\">10.18420/muc2025-mci-ws01-187</a>}, booktitle={Mensch und Computer 2025 - Workshopband}, author={Gräßler, Iris and Döhner, Niklas and Ebel, Marcel and Pottebaum, Jens}, year={2025} }","mla":"Gräßler, Iris, et al. “Shifting Boundaries from Preparedness to Response: Using Simulation of Rescue Robots in Weather-Induced Emergencies.” <i>Mensch Und Computer 2025 - Workshopband</i>, 2025, doi:<a href=\"https://doi.org/10.18420/muc2025-mci-ws01-187\">10.18420/muc2025-mci-ws01-187</a>.","apa":"Gräßler, I., Döhner, N., Ebel, M., &#38; Pottebaum, J. (2025). Shifting boundaries from preparedness to response: Using simulation of rescue robots in weather-induced emergencies. <i>Mensch Und Computer 2025 - Workshopband</i>. Mensch und Computer, Chemnitz. <a href=\"https://doi.org/10.18420/muc2025-mci-ws01-187\">https://doi.org/10.18420/muc2025-mci-ws01-187</a>","ieee":"I. Gräßler, N. Döhner, M. Ebel, and J. Pottebaum, “Shifting boundaries from preparedness to response: Using simulation of rescue robots in weather-induced emergencies,” presented at the Mensch und Computer, Chemnitz, 2025, doi: <a href=\"https://doi.org/10.18420/muc2025-mci-ws01-187\">10.18420/muc2025-mci-ws01-187</a>."},"oa":"1"},{"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":{"location":"Koblenz, Deutschland","start_date":"2025-05-26","name":"71. Jahresfachtagung der Vereinigung zur Förderung des Deutschen Brandschutzes (vfdb) e.V. 2025 (vfdb JFT 2025)","end_date":"2025-05-28"},"date_created":"2025-09-01T10:37:47Z","type":"conference","department":[{"_id":"152"}],"main_file_link":[{"url":"https://zenodo.org/records/16740824","open_access":"1"}],"series_title":"Tagungsband der 71. Jahresfachtagung der Vereinigung zur Förderung des Deutschen Brandschutzes (vfdb) e.V. 2025","language":[{"iso":"ger"}],"doi":"10.5281/ZENODO.16740824","year":"2025","title":"EU-Projekt CREXDATA: Erkenntnisse und Handlungsempfehlungen zum Einsatz KI-generierter Lageinformationen für die Lagebewertung und Maßnahmenplanung in Extremwetterlagen","publication_identifier":{"unknown":["978-3-936050-40-0"]},"author":[{"first_name":"Jens","last_name":"Pottebaum","orcid":"http://orcid.org/0000-0001-8778-2989","full_name":"Pottebaum, Jens","id":"405"},{"id":"47565","orcid":"0000-0001-5765-971X","last_name":"Gräßler","first_name":"Iris","full_name":"Gräßler, Iris"},{"first_name":"Marcel","orcid":"https://orcid.org/0009-0007-5400-4436","last_name":"Ebel","full_name":"Ebel, Marcel","id":"81788"},{"last_name":"Özcan","first_name":"Deniz","full_name":"Özcan, Deniz","id":"58595"},{"id":"108017","orcid":"https://orcid.org/0009-0005-7676-4036","last_name":"Döhner","first_name":"Niklas","full_name":"Döhner, Niklas"},{"full_name":"Pratzler-Wanczura, Sylvia","first_name":"Sylvia","last_name":"Pratzler-Wanczura"},{"first_name":"Enes","last_name":"Derin","full_name":"Derin, Enes"},{"first_name":"Oliver","last_name":"Krüger","full_name":"Krüger, Oliver"},{"first_name":"Ivana","last_name":"Kruijff-Korbayova","full_name":"Kruijff-Korbayova, Ivana"},{"last_name":"Stampa","first_name":"Merlin","full_name":"Stampa, Merlin"}],"date_updated":"2025-09-01T10:44:51Z"},{"status":"public","conference":{"location":"Patras, Greece","start_date":"2025-04-02","name":"35th CIRP Design Conference","end_date":"2025-04-04"},"page":"213-218","_id":"61103","publisher":"Elsevier BV","user_id":"81788","volume":136,"citation":{"short":"I. Gräßler, M. Ebel, J. Pottebaum, in: Procedia CIRP, Elsevier BV, 2025, pp. 213–218.","chicago":"Gräßler, Iris, Marcel Ebel, and Jens Pottebaum. “Method for Systematic Creation of Test Scenarios for Early Customer Involvement.” In <i>Procedia CIRP</i>, 136:213–18. Elsevier BV, 2025. <a href=\"https://doi.org/10.1016/j.procir.2025.08.038\">https://doi.org/10.1016/j.procir.2025.08.038</a>.","apa":"Gräßler, I., Ebel, M., &#38; Pottebaum, J. (2025). Method for systematic creation of test scenarios for early customer involvement. <i>Procedia CIRP</i>, <i>136</i>, 213–218. <a href=\"https://doi.org/10.1016/j.procir.2025.08.038\">https://doi.org/10.1016/j.procir.2025.08.038</a>","ieee":"I. Gräßler, M. Ebel, and J. Pottebaum, “Method for systematic creation of test scenarios for early customer involvement,” in <i>Procedia CIRP</i>, Patras, Greece, 2025, vol. 136, pp. 213–218, doi: <a href=\"https://doi.org/10.1016/j.procir.2025.08.038\">https://doi.org/10.1016/j.procir.2025.08.038</a>.","ama":"Gräßler I, Ebel M, Pottebaum J. Method for systematic creation of test scenarios for early customer involvement. In: <i>Procedia CIRP</i>. Vol 136. Elsevier BV; 2025:213-218. doi:<a href=\"https://doi.org/10.1016/j.procir.2025.08.038\">https://doi.org/10.1016/j.procir.2025.08.038</a>","bibtex":"@inproceedings{Gräßler_Ebel_Pottebaum_2025, title={Method for systematic creation of test scenarios for early customer involvement}, volume={136}, DOI={<a href=\"https://doi.org/10.1016/j.procir.2025.08.038\">https://doi.org/10.1016/j.procir.2025.08.038</a>}, booktitle={Procedia CIRP}, publisher={Elsevier BV}, author={Gräßler, Iris and Ebel, Marcel and Pottebaum, Jens}, year={2025}, pages={213–218} }","mla":"Gräßler, Iris, et al. “Method for Systematic Creation of Test Scenarios for Early Customer Involvement.” <i>Procedia CIRP</i>, vol. 136, Elsevier BV, 2025, pp. 213–18, doi:<a href=\"https://doi.org/10.1016/j.procir.2025.08.038\">https://doi.org/10.1016/j.procir.2025.08.038</a>."},"quality_controlled":"1","project":[{"name":"CREXDATA: Kritische Maßnahmenplanung über extreme Datenmengen","_id":"516"}],"oa":"1","title":"Method for systematic creation of test scenarios for early customer involvement","year":"2025","author":[{"id":"47565","full_name":"Gräßler, Iris","orcid":"0000-0001-5765-971X","last_name":"Gräßler","first_name":"Iris"},{"id":"81788","last_name":"Ebel","first_name":"Marcel","orcid":"https://orcid.org/0009-0007-5400-4436","full_name":"Ebel, Marcel"},{"id":"405","full_name":"Pottebaum, Jens","last_name":"Pottebaum","orcid":"http://orcid.org/0000-0001-8778-2989","first_name":"Jens"}],"publication_identifier":{"issn":["2212-8271"]},"publication_status":"published","date_updated":"2026-03-30T11:38:22Z","intvolume":"       136","main_file_link":[{"open_access":"1","url":"https://www.sciencedirect.com/science/article/pii/S2212827125007905"}],"language":[{"iso":"eng"}],"doi":"https://doi.org/10.1016/j.procir.2025.08.038","publication":"Procedia CIRP","abstract":[{"lang":"eng","text":"Verification planning for engineering complex systems lacks a systematic procedure for creating test scenarios. Test scenarios can be generated by combining test cases, or by integrating test cases into pre-specified scenarios. Based on a systematic literature analysis a method is developed to simplify verification planning by creating new test scenarios and enriching existing ones. To assist the V&V engineer in planning test scenarios, a catalogue of combination premises is created to support the method. The method is evaluated in the development of a platform for emergency management. Evaluation proves that the method makes modelling of test scenarios more efficient."}],"date_created":"2025-09-01T07:17:50Z","type":"conference","keyword":["Systems Engineering","test scenario creation","verification","customer involvement"],"department":[{"_id":"152"}]},{"status":"public","conference":{"end_date":"2024-05-29","location":"Münster","start_date":"2024-05-26","name":"21st ISCRAM Conference (ISCRAM 2024)"},"_id":"54522","publisher":"ISCRAM","user_id":"405","editor":[{"full_name":"Penkert, Berthold","first_name":"Berthold","last_name":"Penkert"},{"last_name":"Hellingrath","first_name":"Bernd","full_name":"Hellingrath, Bernd"},{"first_name":"Monika","last_name":"Rode","full_name":"Rode, Monika"},{"first_name":"Adam","last_name":"Widera","full_name":"Widera, Adam"},{"last_name":"Middelhoff","first_name":"Michael","full_name":"Middelhoff, Michael"},{"full_name":"Boersma, Kees","first_name":"Kees","last_name":"Boersma"},{"last_name":"Kalthöner","first_name":"Matthias","full_name":"Kalthöner, Matthias"}],"citation":{"ieee":"J. Pottebaum, M. Ebel, and I. Gräßler, “Uncovering Impact of Innovation: Continuous Stakeholder Engagement through Scenario-based Systems Engineering,” in <i>Proceedings of the 21st ISCRAM Conference (ISCRAM 2024)</i>, Münster, 2024, doi: <a href=\"https://doi.org/10.5281/ZENODO.11298332\">10.5281/ZENODO.11298332</a>.","apa":"Pottebaum, J., Ebel, M., &#38; Gräßler, I. (2024). Uncovering Impact of Innovation: Continuous Stakeholder Engagement through Scenario-based Systems Engineering. In B. Penkert, B. Hellingrath, M. Rode, A. Widera, M. Middelhoff, K. Boersma, &#38; M. Kalthöner (Eds.), <i>Proceedings of the 21st ISCRAM Conference (ISCRAM 2024)</i>. ISCRAM. <a href=\"https://doi.org/10.5281/ZENODO.11298332\">https://doi.org/10.5281/ZENODO.11298332</a>","chicago":"Pottebaum, Jens, Marcel Ebel, and Iris Gräßler. “Uncovering Impact of Innovation: Continuous Stakeholder Engagement through Scenario-Based Systems Engineering.” In <i>Proceedings of the 21st ISCRAM Conference (ISCRAM 2024)</i>, edited by Berthold Penkert, Bernd Hellingrath, Monika Rode, Adam Widera, Michael Middelhoff, Kees Boersma, and Matthias Kalthöner. ISCRAM, 2024. <a href=\"https://doi.org/10.5281/ZENODO.11298332\">https://doi.org/10.5281/ZENODO.11298332</a>.","short":"J. Pottebaum, M. Ebel, I. Gräßler, in: B. Penkert, B. Hellingrath, M. Rode, A. Widera, M. Middelhoff, K. Boersma, M. Kalthöner (Eds.), Proceedings of the 21st ISCRAM Conference (ISCRAM 2024), ISCRAM, 2024.","mla":"Pottebaum, Jens, et al. “Uncovering Impact of Innovation: Continuous Stakeholder Engagement through Scenario-Based Systems Engineering.” <i>Proceedings of the 21st ISCRAM Conference (ISCRAM 2024)</i>, edited by Berthold Penkert et al., ISCRAM, 2024, doi:<a href=\"https://doi.org/10.5281/ZENODO.11298332\">10.5281/ZENODO.11298332</a>.","bibtex":"@inproceedings{Pottebaum_Ebel_Gräßler_2024, title={Uncovering Impact of Innovation: Continuous Stakeholder Engagement through Scenario-based Systems Engineering}, DOI={<a href=\"https://doi.org/10.5281/ZENODO.11298332\">10.5281/ZENODO.11298332</a>}, booktitle={Proceedings of the 21st ISCRAM Conference (ISCRAM 2024)}, publisher={ISCRAM}, author={Pottebaum, Jens and Ebel, Marcel and Gräßler, Iris}, editor={Penkert, Berthold and Hellingrath, Bernd and Rode, Monika and Widera, Adam and Middelhoff, Michael and Boersma, Kees and Kalthöner, Matthias}, year={2024} }","ama":"Pottebaum J, Ebel M, Gräßler I. Uncovering Impact of Innovation: Continuous Stakeholder Engagement through Scenario-based Systems Engineering. In: Penkert B, Hellingrath B, Rode M, et al., eds. <i>Proceedings of the 21st ISCRAM Conference (ISCRAM 2024)</i>. ISCRAM; 2024. doi:<a href=\"https://doi.org/10.5281/ZENODO.11298332\">10.5281/ZENODO.11298332</a>"},"quality_controlled":"1","project":[{"grant_number":"101092749","_id":"516","name":"CREXDATA: CREXDATA: Kritische Maßnahmenplanung über extreme Datenmengen"}],"oa":"1","title":"Uncovering Impact of Innovation: Continuous Stakeholder Engagement through Scenario-based Systems Engineering","year":"2024","author":[{"last_name":"Pottebaum","orcid":"http://orcid.org/0000-0001-8778-2989","first_name":"Jens","full_name":"Pottebaum, Jens","id":"405"},{"first_name":"Marcel","orcid":"https://orcid.org/0009-0007-5400-4436","last_name":"Ebel","full_name":"Ebel, Marcel","id":"81788"},{"id":"47565","full_name":"Gräßler, Iris","orcid":"0000-0001-5765-971X","first_name":"Iris","last_name":"Gräßler"}],"publication_status":"published","date_updated":"2024-09-05T11:48:33Z","main_file_link":[{"open_access":"1","url":"https://ojs.iscram.org/index.php/Proceedings/article/view/108/93"}],"language":[{"iso":"eng"}],"doi":"10.5281/ZENODO.11298332","publication":"Proceedings of the 21st ISCRAM Conference (ISCRAM 2024)","abstract":[{"lang":"eng","text":"The importance of extreme weather situations is increasing due to their number and, above all, their impact on stakeholders in emergency response. They are characterized by cascading effects with global and local interdependencies. Extreme data must be included as a basis for decision-making. The impact in emergency response depends on diverse, multidisciplinary competencies required to interpret information. Scenarios are used in various forms of preparation: in exercises, but also for the design of information systems and validation. Based on literature, this article brings together different types of scenarios and related work in the field of Model-Based Systems Engineering. Using an exemplary case relating to possible pluvial urban floods, the added value resulting from a focus on the impact of innovative solutions is discussed. It is shown that the use of scenarios helps to make the desired impact assessable for decision-makers in all phases of research and development projects."}],"date_created":"2024-05-30T13:11:53Z","type":"conference","department":[{"_id":"152"}]},{"type":"conference","keyword":["extreme weather","emergency response","simulation","Augmented Reality"],"department":[{"_id":"152"}],"date_created":"2024-09-05T11:37:39Z","abstract":[{"text":"Weather-induced emergencies are characterized by underlying weather phenomena, their evolution in time and space as well as their impact on the environment including people, nature and infrastructure. Typically, simulations are used to consider a variety of potential extreme weather scenarios in preparedness phases. Due to required computing power, duration and high efforts in parameterizing such tools are hardly used within response situations. Enhanced simulation models and surrogate models based on machine learning technologies carry potentials to overcome\r\nthese challenges. An approach is presented that adopts simulation for the case of flooding events. It considers all phases from demand situation in command posts through advanced parameter space exploration to advanced visualization of simulation results in Augmented Reality. Initial evaluation results are presented, complemented by conclusions on incorporated technologies. The results contribute to future adoption of simulation even in time-critical\r\nresponse situations.","lang":"eng"}],"publication":"Mensch und Computer 2024 - Workshopband","doi":"10.18420/muc2024-mci-ws13-209","main_file_link":[{"open_access":"1","url":"https://dl.gi.de/server/api/core/bitstreams/0c0d419f-1676-466b-bc53-dd29781abbbe/content"}],"language":[{"iso":"eng"}],"publication_status":"published","date_updated":"2024-09-05T11:47:58Z","title":"Extending the application of simulation from preparedness to response use cases in weather-induced emergencies","year":"2024","author":[{"full_name":"Pottebaum, Jens","first_name":"Jens","last_name":"Pottebaum","orcid":"http://orcid.org/0000-0001-8778-2989","id":"405"},{"id":"81788","first_name":"Marcel","last_name":"Ebel","orcid":"https://orcid.org/0009-0007-5400-4436","full_name":"Ebel, Marcel"},{"id":"47565","full_name":"Gräßler, Iris","first_name":"Iris","last_name":"Gräßler","orcid":"0000-0001-5765-971X"}],"oa":"1","place":"Berlin","quality_controlled":"1","project":[{"_id":"516","grant_number":"101092749","name":"CREXDATA: CREXDATA: Kritische Maßnahmenplanung über extreme Datenmengen"}],"citation":{"mla":"Pottebaum, Jens, et al. “Extending the Application of Simulation from Preparedness to Response Use Cases in Weather-Induced Emergencies.” <i>Mensch Und Computer 2024 - Workshopband</i>, Gesellschaft für Informatik e.V., 2024, doi:<a href=\"https://doi.org/10.18420/muc2024-mci-ws13-209\">10.18420/muc2024-mci-ws13-209</a>.","bibtex":"@inproceedings{Pottebaum_Ebel_Gräßler_2024, place={Berlin}, title={Extending the application of simulation from preparedness to response use cases in weather-induced emergencies}, DOI={<a href=\"https://doi.org/10.18420/muc2024-mci-ws13-209\">10.18420/muc2024-mci-ws13-209</a>}, booktitle={Mensch und Computer 2024 - Workshopband}, publisher={Gesellschaft für Informatik e.V.}, author={Pottebaum, Jens and Ebel, Marcel and Gräßler, Iris}, year={2024} }","ama":"Pottebaum J, Ebel M, Gräßler I. Extending the application of simulation from preparedness to response use cases in weather-induced emergencies. In: <i>Mensch Und Computer 2024 - Workshopband</i>. Gesellschaft für Informatik e.V.; 2024. doi:<a href=\"https://doi.org/10.18420/muc2024-mci-ws13-209\">10.18420/muc2024-mci-ws13-209</a>","ieee":"J. Pottebaum, M. Ebel, and I. Gräßler, “Extending the application of simulation from preparedness to response use cases in weather-induced emergencies,” presented at the Mensch und Computer 2024, Karlsruhe, 2024, doi: <a href=\"https://doi.org/10.18420/muc2024-mci-ws13-209\">10.18420/muc2024-mci-ws13-209</a>.","apa":"Pottebaum, J., Ebel, M., &#38; Gräßler, I. (2024). Extending the application of simulation from preparedness to response use cases in weather-induced emergencies. <i>Mensch Und Computer 2024 - Workshopband</i>. Mensch und Computer 2024, Karlsruhe. <a href=\"https://doi.org/10.18420/muc2024-mci-ws13-209\">https://doi.org/10.18420/muc2024-mci-ws13-209</a>","chicago":"Pottebaum, Jens, Marcel Ebel, and Iris Gräßler. “Extending the Application of Simulation from Preparedness to Response Use Cases in Weather-Induced Emergencies.” In <i>Mensch Und Computer 2024 - Workshopband</i>. Berlin: Gesellschaft für Informatik e.V., 2024. <a href=\"https://doi.org/10.18420/muc2024-mci-ws13-209\">https://doi.org/10.18420/muc2024-mci-ws13-209</a>.","short":"J. Pottebaum, M. Ebel, I. Gräßler, in: Mensch Und Computer 2024 - Workshopband, Gesellschaft für Informatik e.V., Berlin, 2024."},"user_id":"405","publisher":"Gesellschaft für Informatik e.V.","_id":"56072","status":"public","conference":{"name":"Mensch und Computer 2024","start_date":"2024-09-01","location":"Karlsruhe","end_date":"2024-09-04"}},{"conference":{"end_date":"18.09.2024","location":"Hamburg","start_date":"17.09.2024","name":"GI VR/AR Workshop 2024"},"status":"public","publisher":"Gesellschaft für Informatik e.V.","_id":"56207","user_id":"405","citation":{"mla":"Rupp, Daniel, et al. “Virtual Reality as a Tool for Monitoring Additive Manufacturing Processes via Digital Shadows.” <i>Proceedings of the GI VR/AR Workshop 2024</i>, Gesellschaft für Informatik e.V., 2024, doi:<a href=\"https://doi.org/10.18420/vrar2024_0006\">10.18420/vrar2024_0006</a>.","ama":"Rupp D, Kuhlen TW, Rarbach S, et al. Virtual Reality as a Tool for Monitoring Additive Manufacturing Processes via Digital Shadows. In: <i>Proceedings of the GI VR/AR Workshop 2024</i>. Gesellschaft für Informatik e.V.; 2024. doi:<a href=\"https://doi.org/10.18420/vrar2024_0006\">10.18420/vrar2024_0006</a>","bibtex":"@inproceedings{Rupp_Kuhlen_Rarbach_Wiechel_Pottebaum_Weidemann_Tran_Day_Zielinski_König_et al._2024, title={Virtual Reality as a Tool for Monitoring Additive Manufacturing Processes via Digital Shadows}, DOI={<a href=\"https://doi.org/10.18420/vrar2024_0006\">10.18420/vrar2024_0006</a>}, booktitle={Proceedings of the GI VR/AR Workshop 2024}, publisher={Gesellschaft für Informatik e.V.}, author={Rupp, Daniel and Kuhlen, Torsten W. and Rarbach, Sven and Wiechel, Dominik and Pottebaum, Jens and Weidemann, Tizia and Tran, Duc Thanh and Day, Robin and Zielinski, Jonas and König, Valentina and et al.}, year={2024} }","apa":"Rupp, D., Kuhlen, T. W., Rarbach, S., Wiechel, D., Pottebaum, J., Weidemann, T., Tran, D. T., Day, R., Zielinski, J., König, V., Bremer, J., Kosche, T., Grimm, A., Bergs, T., Gräßler, I., &#38; Weissker, T. (2024). Virtual Reality as a Tool for Monitoring Additive Manufacturing Processes via Digital Shadows. <i>Proceedings of the GI VR/AR Workshop 2024</i>. GI VR/AR Workshop 2024, Hamburg. <a href=\"https://doi.org/10.18420/vrar2024_0006\">https://doi.org/10.18420/vrar2024_0006</a>","ieee":"D. Rupp <i>et al.</i>, “Virtual Reality as a Tool for Monitoring Additive Manufacturing Processes via Digital Shadows,” presented at the GI VR/AR Workshop 2024, Hamburg, 2024, doi: <a href=\"https://doi.org/10.18420/vrar2024_0006\">10.18420/vrar2024_0006</a>.","chicago":"Rupp, Daniel, Torsten W. Kuhlen, Sven Rarbach, Dominik Wiechel, Jens Pottebaum, Tizia Weidemann, Duc Thanh Tran, et al. “Virtual Reality as a Tool for Monitoring Additive Manufacturing Processes via Digital Shadows.” In <i>Proceedings of the GI VR/AR Workshop 2024</i>. Gesellschaft für Informatik e.V., 2024. <a href=\"https://doi.org/10.18420/vrar2024_0006\">https://doi.org/10.18420/vrar2024_0006</a>.","short":"D. Rupp, T.W. Kuhlen, S. Rarbach, D. Wiechel, J. Pottebaum, T. Weidemann, D.T. Tran, R. Day, J. Zielinski, V. König, J. Bremer, T. Kosche, A. Grimm, T. Bergs, I. Gräßler, T. Weissker, in: Proceedings of the GI VR/AR Workshop 2024, Gesellschaft für Informatik e.V., 2024."},"project":[{"name":"Vitamine 5G - Realitätsnahe Umgebung für Additive Fertigung, ermöglicht durch 5G","_id":"684"}],"quality_controlled":"1","oa":"1","author":[{"last_name":"Rupp","first_name":"Daniel","full_name":"Rupp, Daniel"},{"full_name":"Kuhlen, Torsten W.","last_name":"Kuhlen","first_name":"Torsten W."},{"id":"67999","first_name":"Sven","last_name":"Rarbach","full_name":"Rarbach, Sven"},{"id":"67161","first_name":"Dominik","last_name":"Wiechel","full_name":"Wiechel, Dominik"},{"full_name":"Pottebaum, Jens","first_name":"Jens","orcid":"http://orcid.org/0000-0001-8778-2989","last_name":"Pottebaum","id":"405"},{"full_name":"Weidemann, Tizia","last_name":"Weidemann","first_name":"Tizia"},{"last_name":"Tran","first_name":"Duc Thanh","full_name":"Tran, Duc Thanh"},{"last_name":"Day","first_name":"Robin","full_name":"Day, Robin"},{"full_name":"Zielinski, Jonas","last_name":"Zielinski","first_name":"Jonas"},{"full_name":"König, Valentina","first_name":"Valentina","last_name":"König"},{"full_name":"Bremer, Jan","first_name":"Jan","last_name":"Bremer"},{"first_name":"Thomas","last_name":"Kosche","full_name":"Kosche, Thomas"},{"first_name":"Andreas","last_name":"Grimm","full_name":"Grimm, Andreas"},{"first_name":"Thomas","last_name":"Bergs","full_name":"Bergs, Thomas"},{"last_name":"Gräßler","orcid":"0000-0001-5765-971X","first_name":"Iris","full_name":"Gräßler, Iris","id":"47565"},{"full_name":"Weissker, Tim","last_name":"Weissker","first_name":"Tim"}],"year":"2024","title":"Virtual Reality as a Tool for Monitoring Additive Manufacturing Processes via Digital Shadows","date_updated":"2024-09-23T09:31:14Z","publication_status":"published","language":[{"iso":"eng"}],"main_file_link":[{"open_access":"1"}],"doi":"10.18420/vrar2024_0006","publication":"Proceedings of the GI VR/AR Workshop 2024","abstract":[{"lang":"eng","text":"We present a data acquisition and visualization pipeline that allows experts to monitor additive manufacturing processes, in particular laser metal deposition with wire (LMD-w) processes, in immersive virtual reality. Our virtual environment consists of a digital shadow of the LMD-w production site enriched with additional measurement data shown on both static as well as handheld virtual displays. Users can explore the production site by enhanced teleportation capabilities that enable them to change their scale as well as their elevation above the ground plane. In an exploratory user study with 22 participants, we demonstrate that our system is generally suitable for the supervision of LMD-w processes while generating low task load and cybersickness. Therefore, it serves as a first promising step towards the successful application of virtual reality technology in the comparatively young field of additive manufacturing."}],"date_created":"2024-09-23T09:30:34Z","department":[{"_id":"152"}],"type":"conference"},{"publication":"2024 IEEE International Symposium on Systems Engineering (ISSE)","abstract":[{"text":"Engineering methodologies for Cyber-Physical Systems (CPS) call for planning simulations and physical testing in early phases of product creation. Even in Model-Based Systems Engineering, there is a lack of systematic support that results in avoidable costs and iterations in the engineering process. Planning test cases and test scenarios along the product engineering process is not sufficiently integrated in terms of support especially for verification and validation engineers. Based on a systematic literature review, concepts for model-based planning of testing are developed. Characteristics of test cases and test scenarios of CPS are systematically identified. Generic templates for the creation of test cases and scenarios are derived. Based on the templates, a System Modeling Language (SysML) profile extension is developed which enables intuitive modelling of test cases and scenarios. The SysML profile is evaluated in a sample System-of-Systems in Disaster Response. It subsumes various types of sensor systems like rescue robotics, data science algorithms and visualization technologies like Augmented Reality to support decisions in extreme weather events. The templates and SysML profile significantly add value for engineers in the early and systematic planning of verification and validation.","lang":"eng"}],"date_created":"2024-11-20T20:06:22Z","type":"conference","keyword":["Systems Engineering","Systems verification","System testing"],"department":[{"_id":"152"}],"year":"2024","title":"Model-based planning of test cases and test scenarios to support engineering of Cyber-Physical Systems","author":[{"orcid":"0000-0001-5765-971X","last_name":"Gräßler","first_name":"Iris","full_name":"Gräßler, Iris","id":"47565"},{"id":"81788","full_name":"Ebel, Marcel","last_name":"Ebel","first_name":"Marcel","orcid":"https://orcid.org/0009-0007-5400-4436"},{"id":"405","first_name":"Jens","last_name":"Pottebaum","orcid":"http://orcid.org/0000-0001-8778-2989","full_name":"Pottebaum, Jens"}],"date_updated":"2025-01-17T16:20:14Z","publication_status":"published","main_file_link":[{"url":"https://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=10741135&tag=1","open_access":"1"}],"language":[{"iso":"eng"}],"doi":"10.1109/isse63315.2024.10741135","citation":{"bibtex":"@inproceedings{Gräßler_Ebel_Pottebaum_2024, title={Model-based planning of test cases and test scenarios to support engineering of Cyber-Physical Systems}, DOI={<a href=\"https://doi.org/10.1109/isse63315.2024.10741135\">10.1109/isse63315.2024.10741135</a>}, booktitle={2024 IEEE International Symposium on Systems Engineering (ISSE)}, publisher={IEEE}, author={Gräßler, Iris and Ebel, Marcel and Pottebaum, Jens}, year={2024} }","chicago":"Gräßler, Iris, Marcel Ebel, and Jens Pottebaum. “Model-Based Planning of Test Cases and Test Scenarios to Support Engineering of Cyber-Physical Systems.” In <i>2024 IEEE International Symposium on Systems Engineering (ISSE)</i>. IEEE, 2024. <a href=\"https://doi.org/10.1109/isse63315.2024.10741135\">https://doi.org/10.1109/isse63315.2024.10741135</a>.","ama":"Gräßler I, Ebel M, Pottebaum J. Model-based planning of test cases and test scenarios to support engineering of Cyber-Physical Systems. In: <i>2024 IEEE International Symposium on Systems Engineering (ISSE)</i>. IEEE; 2024. doi:<a href=\"https://doi.org/10.1109/isse63315.2024.10741135\">10.1109/isse63315.2024.10741135</a>","short":"I. Gräßler, M. Ebel, J. Pottebaum, in: 2024 IEEE International Symposium on Systems Engineering (ISSE), IEEE, 2024.","ieee":"I. Gräßler, M. Ebel, and J. Pottebaum, “Model-based planning of test cases and test scenarios to support engineering of Cyber-Physical Systems,” presented at the  IEEE International Symposium on Systems Engineering 2024, Perugia, 2024, doi: <a href=\"https://doi.org/10.1109/isse63315.2024.10741135\">10.1109/isse63315.2024.10741135</a>.","apa":"Gräßler, I., Ebel, M., &#38; Pottebaum, J. (2024). Model-based planning of test cases and test scenarios to support engineering of Cyber-Physical Systems. <i>2024 IEEE International Symposium on Systems Engineering (ISSE)</i>.  IEEE International Symposium on Systems Engineering 2024, Perugia. <a href=\"https://doi.org/10.1109/isse63315.2024.10741135\">https://doi.org/10.1109/isse63315.2024.10741135</a>","mla":"Gräßler, Iris, et al. “Model-Based Planning of Test Cases and Test Scenarios to Support Engineering of Cyber-Physical Systems.” <i>2024 IEEE International Symposium on Systems Engineering (ISSE)</i>, IEEE, 2024, doi:<a href=\"https://doi.org/10.1109/isse63315.2024.10741135\">10.1109/isse63315.2024.10741135</a>."},"quality_controlled":"1","project":[{"name":"CREXDATA: CREXDATA: Kritische Maßnahmenplanung über extreme Datenmengen","_id":"516","grant_number":"101092749"}],"oa":"1","status":"public","conference":{"name":" IEEE International Symposium on Systems Engineering 2024","start_date":"2024-10-16","location":"Perugia","end_date":"2024-10-18"},"has_accepted_license":"1","publisher":"IEEE","_id":"57300","user_id":"405"},{"quality_controlled":"1","project":[{"name":"CREXDATA: CREXDATA: Kritische Maßnahmenplanung über extreme Datenmengen","_id":"516"}],"file_date_updated":"2026-01-28T10:19:37Z","citation":{"ama":"Gräßler I, Pottebaum J, Hieb M, et al. Weather-induced emergency situations: Extreme data in situational awareness and visualisation. In: Bernsdorf B, ed. <i>Proceedings of the Days of Security Research 2023</i>. Technische Hochschule Georg Agricola; 2024.","bibtex":"@inproceedings{Gräßler_Pottebaum_Hieb_Pratzler-Wanczura_Krüger_Kruijff_Rupp_2024, place={Bochum}, title={Weather-induced emergency situations: Extreme data in situational awareness and visualisation}, booktitle={Proceedings of the Days of Security Research 2023}, publisher={Technische Hochschule Georg Agricola}, author={Gräßler, Iris and Pottebaum, Jens and Hieb, Michael and Pratzler-Wanczura, Sylvia and Krüger, Oliver and Kruijff, Ivana and Rupp, Nicola}, editor={Bernsdorf, Bodo}, year={2024} }","mla":"Gräßler, Iris, et al. “Weather-Induced Emergency Situations: Extreme Data in Situational Awareness and Visualisation.” <i>Proceedings of the Days of Security Research 2023</i>, edited by Bodo Bernsdorf, Technische Hochschule Georg Agricola, 2024.","short":"I. Gräßler, J. Pottebaum, M. Hieb, S. Pratzler-Wanczura, O. Krüger, I. Kruijff, N. Rupp, in: B. Bernsdorf (Ed.), Proceedings of the Days of Security Research 2023, Technische Hochschule Georg Agricola, Bochum, 2024.","chicago":"Gräßler, Iris, Jens Pottebaum, Michael Hieb, Sylvia Pratzler-Wanczura, Oliver Krüger, Ivana Kruijff, and Nicola Rupp. “Weather-Induced Emergency Situations: Extreme Data in Situational Awareness and Visualisation.” In <i>Proceedings of the Days of Security Research 2023</i>, edited by Bodo Bernsdorf. Bochum: Technische Hochschule Georg Agricola, 2024.","apa":"Gräßler, I., Pottebaum, J., Hieb, M., Pratzler-Wanczura, S., Krüger, O., Kruijff, I., &#38; Rupp, N. (2024). Weather-induced emergency situations: Extreme data in situational awareness and visualisation. In B. Bernsdorf (Ed.), <i>Proceedings of the Days of Security Research 2023</i>. Technische Hochschule Georg Agricola.","ieee":"I. Gräßler <i>et al.</i>, “Weather-induced emergency situations: Extreme data in situational awareness and visualisation,” in <i>Proceedings of the Days of Security Research 2023</i>, Dortmund, 2024."},"place":"Bochum","has_accepted_license":"1","status":"public","conference":{"start_date":"14.6.2023","name":"Tage der Sicherheitsforschung 2023","location":"Dortmund","end_date":"16.6.2023"},"ddc":["620","004"],"user_id":"405","editor":[{"full_name":"Bernsdorf, Bodo","first_name":"Bodo","last_name":"Bernsdorf"}],"_id":"58233","publisher":"Technische Hochschule Georg Agricola","abstract":[{"text":"Extreme weather situations increasingly lead to hazardous situations with high demands on de-cision-making and communication. Weather and impact forecasts serve to prepare for such an emergency situation, and extreme data must be processed during operations. Therefore, extreme data is categorised with reference to global weather data and data from local situation reconnais-sance using sensors carried by mobile robots. A concept is presented in which information quality is explicitly considered in visualization for situational awareness. This extends existing principles of information visualisation with regard to the uncertainty resulting from extreme data. The re-sults are intended to help decision-makers at different management levels to make informed decisions.","lang":"eng"}],"publication":"Proceedings of the Days of Security Research 2023","type":"conference","department":[{"_id":"152"}],"file":[{"creator":"jenspo","date_created":"2026-01-28T10:19:37Z","access_level":"closed","file_size":805904,"file_name":"2023_CREXDATA_112rescue_ExtremeData_Paper.pdf","date_updated":"2026-01-28T10:19:37Z","relation":"main_file","success":1,"content_type":"application/pdf","file_id":"63785"}],"date_created":"2025-01-17T14:35:50Z","date_updated":"2026-01-28T10:20:46Z","publication_status":"published","year":"2024","title":"Weather-induced emergency situations: Extreme data in situational awareness and visualisation","author":[{"orcid":"0000-0001-5765-971X","first_name":"Iris","last_name":"Gräßler","full_name":"Gräßler, Iris","id":"47565"},{"first_name":"Jens","orcid":"http://orcid.org/0000-0001-8778-2989","last_name":"Pottebaum","full_name":"Pottebaum, Jens","id":"405"},{"id":"72252","last_name":"Hieb","first_name":"Michael","full_name":"Hieb, Michael"},{"full_name":"Pratzler-Wanczura, Sylvia","last_name":"Pratzler-Wanczura","first_name":"Sylvia"},{"full_name":"Krüger, Oliver","first_name":"Oliver","last_name":"Krüger"},{"full_name":"Kruijff, Ivana","first_name":"Ivana","last_name":"Kruijff"},{"first_name":"Nicola","last_name":"Rupp","full_name":"Rupp, Nicola"}],"alternative_title":["Wetterbedingte Gefahrenlagen: Extreme Daten in der Lageerkundung und -visualisierung"],"language":[{"iso":"eng"}]},{"intvolume":"       126","publication_status":"published","date_updated":"2024-11-21T10:13:30Z","author":[{"id":"47565","full_name":"Gräßler, Iris","orcid":"0000-0001-5765-971X","last_name":"Gräßler","first_name":"Iris"},{"first_name":"Iryna","last_name":"Mozgova","full_name":"Mozgova, Iryna","id":"95903"},{"id":"405","first_name":"Jens","last_name":"Pottebaum","orcid":"http://orcid.org/0000-0001-8778-2989","full_name":"Pottebaum, Jens"},{"id":"44204","full_name":"Ott, Manuel","last_name":"Ott","first_name":"Manuel"},{"first_name":"Philipp","last_name":"Jung","full_name":"Jung, Philipp"},{"id":"60633","last_name":"Hesse","first_name":"Philipp","full_name":"Hesse, Philipp"}],"title":"Handling of uncertainties in the design of sustainable Additive Manufacturing products by merging Design-for-X and Scenario-Technique","year":"2024","doi":"10.1016/j.procir.2024.08.238","series_title":"Procedia CIRP","language":[{"iso":"eng"}],"main_file_link":[{"open_access":"1"}],"abstract":[{"lang":"eng","text":"New technologies and materials carry significant potential for sustainable production and use of products. As an example, Additive Manufacturing technologies and materials promise lightweight design and energy efficient use of parts. Exhausting the full potential requires: a) consideration of uncertainties with respect to future capabilities, and b) upgradeable design guidelines to cover advancements consistently. The proposed approach merges concepts of Design-for-X with foresight algorithms of Scenario-Technique to derive actionable knowledge. It is validated by an application in the field of Additive Manufacturing, namely Metal Fused Deposition Modelling. Engineers benefit from the intuitive access to heterogeneous types of sustainability related information."}],"publication":"17th CIRP Conference on Intelligent Computation in Manufacturing Engineering","department":[{"_id":"152"},{"_id":"741"}],"type":"conference","keyword":["Design-for-X","Scenario-Technique","sustainability","uncertainty","Life-Cycle Engineering","Additive Manufacturing","Circular Economy"],"date_created":"2023-08-08T07:42:04Z","conference":{"name":"17th CIRP Conference on Intelligent Computation in Manufacturing Engineering","start_date":"2023-07-11","location":"Gulf of Naples","end_date":"2023-07-14"},"status":"public","volume":126,"user_id":"405","publisher":"Elsevier","_id":"46451","page":"549-554","project":[{"name":"BIKINI: BIKINI - Bionik und KI für nachhaltige Integration von Produktentwicklung für einen ressourceneffizienten Leichtbau","_id":"519"}],"quality_controlled":"1","citation":{"bibtex":"@inproceedings{Gräßler_Mozgova_Pottebaum_Ott_Jung_Hesse_2024, series={Procedia CIRP}, title={Handling of uncertainties in the design of sustainable Additive Manufacturing products by merging Design-for-X and Scenario-Technique}, volume={126}, DOI={<a href=\"https://doi.org/10.1016/j.procir.2024.08.238\">10.1016/j.procir.2024.08.238</a>}, booktitle={17th CIRP Conference on Intelligent Computation in Manufacturing Engineering}, publisher={Elsevier}, author={Gräßler, Iris and Mozgova, Iryna and Pottebaum, Jens and Ott, Manuel and Jung, Philipp and Hesse, Philipp}, year={2024}, pages={549–554}, collection={Procedia CIRP} }","ama":"Gräßler I, Mozgova I, Pottebaum J, Ott M, Jung P, Hesse P. Handling of uncertainties in the design of sustainable Additive Manufacturing products by merging Design-for-X and Scenario-Technique. In: <i>17th CIRP Conference on Intelligent Computation in Manufacturing Engineering</i>. Vol 126. Procedia CIRP. Elsevier; 2024:549-554. doi:<a href=\"https://doi.org/10.1016/j.procir.2024.08.238\">10.1016/j.procir.2024.08.238</a>","mla":"Gräßler, Iris, et al. “Handling of Uncertainties in the Design of Sustainable Additive Manufacturing Products by Merging Design-for-X and Scenario-Technique.” <i>17th CIRP Conference on Intelligent Computation in Manufacturing Engineering</i>, vol. 126, Elsevier, 2024, pp. 549–54, doi:<a href=\"https://doi.org/10.1016/j.procir.2024.08.238\">10.1016/j.procir.2024.08.238</a>.","chicago":"Gräßler, Iris, Iryna Mozgova, Jens Pottebaum, Manuel Ott, Philipp Jung, and Philipp Hesse. “Handling of Uncertainties in the Design of Sustainable Additive Manufacturing Products by Merging Design-for-X and Scenario-Technique.” In <i>17th CIRP Conference on Intelligent Computation in Manufacturing Engineering</i>, 126:549–54. Procedia CIRP. Elsevier, 2024. <a href=\"https://doi.org/10.1016/j.procir.2024.08.238\">https://doi.org/10.1016/j.procir.2024.08.238</a>.","short":"I. Gräßler, I. Mozgova, J. Pottebaum, M. Ott, P. Jung, P. Hesse, in: 17th CIRP Conference on Intelligent Computation in Manufacturing Engineering, Elsevier, 2024, pp. 549–554.","ieee":"I. Gräßler, I. Mozgova, J. Pottebaum, M. Ott, P. Jung, and P. Hesse, “Handling of uncertainties in the design of sustainable Additive Manufacturing products by merging Design-for-X and Scenario-Technique,” in <i>17th CIRP Conference on Intelligent Computation in Manufacturing Engineering</i>, Gulf of Naples, 2024, vol. 126, pp. 549–554, doi: <a href=\"https://doi.org/10.1016/j.procir.2024.08.238\">10.1016/j.procir.2024.08.238</a>.","apa":"Gräßler, I., Mozgova, I., Pottebaum, J., Ott, M., Jung, P., &#38; Hesse, P. (2024). Handling of uncertainties in the design of sustainable Additive Manufacturing products by merging Design-for-X and Scenario-Technique. <i>17th CIRP Conference on Intelligent Computation in Manufacturing Engineering</i>, <i>126</i>, 549–554. <a href=\"https://doi.org/10.1016/j.procir.2024.08.238\">https://doi.org/10.1016/j.procir.2024.08.238</a>"},"oa":"1"}]