[{"quality_controlled":"1","date_updated":"2026-07-20T08:11:01Z","author":[{"first_name":"Lina","orcid_put_code_url":"https://api.orcid.org/v2.0/0009-0000-3555-4183/work/221016189","id":"231689","full_name":"Döring, Lina","orcid":"0009-0000-3555-4183","last_name":"Döring"},{"first_name":"Sebastian","full_name":"Trojahn, Sebastian","last_name":"Trojahn"},{"full_name":"Reusch, Pascal","last_name":"Reusch","first_name":"Pascal","id":"223271"}],"department":[{"_id":"103"}],"user_id":"220548","publication":"19th International Doctoral Students Workshop on Logistics, Supply Chain and Production Management","date_created":"2026-07-16T18:51:32Z","type":"conference","main_file_link":[{"url":"https://opendata.uni-halle.de/bitstream/1981185920/125478/1/DW16_Smart%20Data%20Adapter%20A%20Hybrid%20Pattern-LLM%20Approach.pdf"}],"doi":"10.25673/123544","conference":{"name":"19th International Doctoral Students Workshop on Logistics, Supply Chain and Production Management","location":"Magdeburg","start_date":"2026-06-15","end_date":"2026-06-16"},"abstract":[{"lang":"eng","text":"Adopting digital twin technologies in small andmedium-sized enterprises (SMEs) is often hinderedby heterogeneous, poorly documented productiondata. Current semantic type detection approachesrequire massive labeled datasets making themimpractical for resource-constrained SMEs. Wepropose a zero-shot hybrid framework combiningpattern-based classification with selective largelanguage model (LLM) reasoning formanufacturing-specific data types. The two-stagearchitecture uses rule-based patterns for high-confidence cases, forwarding ambiguous columnsto a multi-step LLM reasoner. Evaluation on fourmanufacturing datasets shows the hybrid approachachieves weighted F1 within 7 24 percentagepoints of pure LLM classification performancewhile reducing LLM invocations by 39% onaverage. Processing time decreased by up to 2.8×.Our framework addresses a critical gap: automated,computationally efficient data type recognition formanufacturing SMEs without requiring trainingdata, contributing to automated simulation anddigital twin construction."}],"citation":{"chicago":"Döring, Lina, Sebastian Trojahn, and Pascal Reusch. “Smart Data Adapter: A Hybrid Pattern-LLM Approach.” In <i>19th International Doctoral Students Workshop on Logistics, Supply Chain and Production Management</i>, edited by Fabian Behrendt, Hartmut Zadek, Jettarat Janmontree, Sebastian Trojahn, and Sebastian Lang. Otto von Guericke University Library, Magdeburg, Germany, 2026. <a href=\"https://doi.org/10.25673/123544\">https://doi.org/10.25673/123544</a>.","ama":"Döring L, Trojahn S, Reusch P. Smart data adapter: A hybrid pattern-LLM approach. In: Behrendt F, Zadek H, Janmontree J, Trojahn S, Lang S, eds. <i>19th International Doctoral Students Workshop on Logistics, Supply Chain and Production Management</i>. Otto von Guericke University Library, Magdeburg, Germany; 2026. doi:<a href=\"https://doi.org/10.25673/123544\">10.25673/123544</a>","alphadin":"<span style=\"font-variant:small-caps;\">Döring, Lina</span> ; <span style=\"font-variant:small-caps;\">Trojahn, Sebastian</span> ; <span style=\"font-variant:small-caps;\">Reusch, Pascal</span>: Smart data adapter: A hybrid pattern-LLM approach. In: <span style=\"font-variant:small-caps;\">Behrendt, F.</span> ; <span style=\"font-variant:small-caps;\">Zadek, H.</span> ; <span style=\"font-variant:small-caps;\">Janmontree, J.</span> ; <span style=\"font-variant:small-caps;\">Trojahn, S.</span> ; <span style=\"font-variant:small-caps;\">Lang, S.</span> (Hrsg.): <i>19th International Doctoral Students Workshop on Logistics, Supply Chain and Production Management</i> : Otto von Guericke University Library, Magdeburg, Germany, 2026","bibtex":"@inproceedings{Döring_Trojahn_Reusch_2026, title={Smart data adapter: A hybrid pattern-LLM approach}, DOI={<a href=\"https://doi.org/10.25673/123544\">10.25673/123544</a>}, booktitle={19th International Doctoral Students Workshop on Logistics, Supply Chain and Production Management}, publisher={Otto von Guericke University Library, Magdeburg, Germany}, author={Döring, Lina and Trojahn, Sebastian and Reusch, Pascal}, editor={Behrendt, Fabian and Zadek, Hartmut and Janmontree, Jettarat and Trojahn, Sebastian and Lang, SebastianEditors}, year={2026} }","short":"L. Döring, S. Trojahn, P. Reusch, in: F. Behrendt, H. Zadek, J. Janmontree, S. Trojahn, S. Lang (Eds.), 19th International Doctoral Students Workshop on Logistics, Supply Chain and Production Management, Otto von Guericke University Library, Magdeburg, Germany, 2026.","mla":"Döring, Lina, et al. “Smart Data Adapter: A Hybrid Pattern-LLM Approach.” <i>19th International Doctoral Students Workshop on Logistics, Supply Chain and Production Management</i>, edited by Fabian Behrendt et al., Otto von Guericke University Library, Magdeburg, Germany, 2026, doi:<a href=\"https://doi.org/10.25673/123544\">10.25673/123544</a>.","apa":"Döring, L., Trojahn, S., &#38; Reusch, P. (2026). Smart data adapter: A hybrid pattern-LLM approach. In F. Behrendt, H. Zadek, J. Janmontree, S. Trojahn, &#38; S. Lang (Eds.), <i>19th International Doctoral Students Workshop on Logistics, Supply Chain and Production Management</i>. Magdeburg: Otto von Guericke University Library, Magdeburg, Germany. <a href=\"https://doi.org/10.25673/123544\">https://doi.org/10.25673/123544</a>","ieee":"L. Döring, S. Trojahn, and P. Reusch, “Smart data adapter: A hybrid pattern-LLM approach,” in <i>19th International Doctoral Students Workshop on Logistics, Supply Chain and Production Management</i>, Magdeburg, 2026."},"editor":[{"first_name":"Fabian","full_name":"Behrendt, Fabian","last_name":"Behrendt"},{"last_name":"Zadek","full_name":"Zadek, Hartmut","first_name":"Hartmut"},{"full_name":"Janmontree, Jettarat","last_name":"Janmontree","first_name":"Jettarat"},{"full_name":"Trojahn, Sebastian","last_name":"Trojahn","first_name":"Sebastian"},{"first_name":"Sebastian","last_name":"Lang","full_name":"Lang, Sebastian"}],"publication_status":"published","project":[{"name":"Institute for Data Science Solutions","_id":"f432a2ee-bceb-11ed-a251-a83585c5074d"}],"publisher":"Otto von Guericke University Library, Magdeburg, Germany","_id":"7068","year":"2026","title":"Smart data adapter: A hybrid pattern-LLM approach","language":[{"iso":"eng"}],"keyword":["Semantic Data Type Detection","DigitalTwin","Manufacturing SMEs","Zero-shot Learning","Hybrid AI","LLM"],"status":"public"},{"department":[{"_id":"103"}],"oa":"1","date_updated":"2026-06-09T07:31:19Z","quality_controlled":"1","author":[{"first_name":"Lina","id":"231689","orcid":"0009-0000-3555-4183","full_name":"Döring, Lina","last_name":"Döring"},{"full_name":"Trojahn, Sebastian","last_name":"Trojahn","first_name":"Sebastian"},{"first_name":"Pascal","id":"223271","full_name":"Reusch, Pascal","last_name":"Reusch"}],"volume":18,"type":"conference","main_file_link":[{"url":"http://dx.doi.org/10.25673/119021","open_access":"1"}],"user_id":"250307","publication":"18th International Doctoral Students Workshop on Logistics, Supply Chain and Production Management","date_created":"2025-06-27T07:23:30Z","conference":{"end_date":"2025-06-17","name":"International Doctoral Students Workshop on Logistics, Supply Chain and Production Management","location":"Magdeburg","start_date":"2025-06-16"},"doi":"10.57720/5972","corporate_editor":["Otto von Guericke University Library, Magdeburg, Germany"],"related_material":{"link":[{"url":"https://opendata.uni-halle.de//handle/1981185920/120977","relation":"contains"}],"record":[{"status":"public","id":"6037","relation":"later_version"}]},"citation":{"apa":"Döring, L., Trojahn, S., &#38; Reusch, P. (2025). Partial Twin – Pragmatic Digital Twin Adoption for SMEs. In Otto von Guericke University Library, Magdeburg, Germany (Ed.), <i>18th International Doctoral Students Workshop on Logistics, Supply Chain and Production Management</i> (Vol. 18). Magdeburg: Otto von Guericke University Library, Magdeburg, Germany. <a href=\"https://doi.org/10.57720/5972\">https://doi.org/10.57720/5972</a>","ieee":"L. Döring, S. Trojahn, and P. Reusch, “Partial Twin – Pragmatic Digital Twin Adoption for SMEs,” in <i>18th International Doctoral Students Workshop on Logistics, Supply Chain and Production Management</i>, Magdeburg, 2025, vol. 18.","ama":"Döring L, Trojahn S, Reusch P. Partial Twin – Pragmatic Digital Twin Adoption for SMEs. In: Otto von Guericke University Library, Magdeburg, Germany, ed. <i>18th International Doctoral Students Workshop on Logistics, Supply Chain and Production Management</i>. Vol 18. Magdeburg: Otto von Guericke University Library, Magdeburg, Germany; 2025. doi:<a href=\"https://doi.org/10.57720/5972\">10.57720/5972</a>","chicago":"Döring, Lina, Sebastian Trojahn, and Pascal Reusch. “Partial Twin – Pragmatic Digital Twin Adoption for SMEs.” In <i>18th International Doctoral Students Workshop on Logistics, Supply Chain and Production Management</i>, edited by Otto von Guericke University Library, Magdeburg, Germany, Vol. 18. Magdeburg: Otto von Guericke University Library, Magdeburg, Germany, 2025. <a href=\"https://doi.org/10.57720/5972\">https://doi.org/10.57720/5972</a>.","bibtex":"@inproceedings{Döring_Trojahn_Reusch_2025, place={Magdeburg}, title={Partial Twin – Pragmatic Digital Twin Adoption for SMEs}, volume={18}, DOI={<a href=\"https://doi.org/10.57720/5972\">10.57720/5972</a>}, booktitle={18th International Doctoral Students Workshop on Logistics, Supply Chain and Production Management}, publisher={Otto von Guericke University Library, Magdeburg, Germany}, author={Döring, Lina and Trojahn, Sebastian and Reusch, Pascal}, editor={Otto von Guericke University Library, Magdeburg, GermanyEditor}, year={2025} }","alphadin":"<span style=\"font-variant:small-caps;\">Döring, Lina</span> ; <span style=\"font-variant:small-caps;\">Trojahn, Sebastian</span> ; <span style=\"font-variant:small-caps;\">Reusch, Pascal</span>: Partial Twin – Pragmatic Digital Twin Adoption for SMEs. In: <span style=\"font-variant:small-caps;\">Otto von Guericke University Library, Magdeburg, Germany</span> (Hrsg.): <i>18th International Doctoral Students Workshop on Logistics, Supply Chain and Production Management</i>. Bd. 18. Magdeburg : Otto von Guericke University Library, Magdeburg, Germany, 2025","mla":"Döring, Lina, et al. “Partial Twin – Pragmatic Digital Twin Adoption for SMEs.” <i>18th International Doctoral Students Workshop on Logistics, Supply Chain and Production Management</i>, edited by Otto von Guericke University Library, Magdeburg, Germany, vol. 18, Otto von Guericke University Library, Magdeburg, Germany, 2025, doi:<a href=\"https://doi.org/10.57720/5972\">10.57720/5972</a>.","short":"L. Döring, S. Trojahn, P. Reusch, in: Otto von Guericke University Library, Magdeburg, Germany (Ed.), 18th International Doctoral Students Workshop on Logistics, Supply Chain and Production Management, Otto von Guericke University Library, Magdeburg, Germany, Magdeburg, 2025."},"place":"Magdeburg","tmp":{"legal_code_url":"https://creativecommons.org/licenses/by/4.0/legalcode","image":"/images/cc_by.png","name":"Creative Commons Attribution 4.0 International Public License (CC-BY 4.0)","short":"CC BY (4.0)"},"publication_status":"published","intvolume":"        18","title":"Partial Twin – Pragmatic Digital Twin Adoption for SMEs","_id":"5972","year":"2025","publisher":"Otto von Guericke University Library, Magdeburg, Germany","project":[{"name":"Institute for Data Science Solutions","_id":"f432a2ee-bceb-11ed-a251-a83585c5074d"}],"language":[{"iso":"eng"}],"status":"public","keyword":["Digital Twin","Small and medium sized companies","SME","production optimization"],"urn":"urn:nbn:de:hbz:bi10-59727"},{"date_updated":"2026-06-09T07:31:19Z","has_accepted_license":"1","oa":"1","user_id":"250307","type":"conference","main_file_link":[{"open_access":"1"}],"doi":"10.57720/6037","corporate_editor":["Otto von Guericke University Library, Magdeburg, Germany"],"citation":{"apa":"Döring, L., Trojahn, S., &#38; Reusch, P. (2025). Partial Twin – Pragmatic Digital Twin Adoption for SMEs. In Otto von Guericke University Library, Magdeburg, Germany (Ed.), <i>18th International Doctoral Students Workshop on Logistics, Supply Chain and Production Management</i> (Vol. 18). Magdeburg: Otto von Guericke University Library, Magdeburg, Germany. <a href=\"https://doi.org/10.57720/6037\">https://doi.org/10.57720/6037</a>","ieee":"L. Döring, S. Trojahn, and P. Reusch, “Partial Twin – Pragmatic Digital Twin Adoption for SMEs,” in <i>18th International Doctoral Students Workshop on Logistics, Supply Chain and Production Management</i>, Magdeburg, 2025, vol. 18.","chicago":"Döring, Lina, Sebastian Trojahn, and Pascal Reusch. “Partial Twin – Pragmatic Digital Twin Adoption for SMEs.” In <i>18th International Doctoral Students Workshop on Logistics, Supply Chain and Production Management</i>, edited by Otto von Guericke University Library, Magdeburg, Germany, Vol. 18. Magdeburg: Otto von Guericke University Library, Magdeburg, Germany, 2025. <a href=\"https://doi.org/10.57720/6037\">https://doi.org/10.57720/6037</a>.","ama":"Döring L, Trojahn S, Reusch P. Partial Twin – Pragmatic Digital Twin Adoption for SMEs. In: Otto von Guericke University Library, Magdeburg, Germany, ed. <i>18th International Doctoral Students Workshop on Logistics, Supply Chain and Production Management</i>. Vol 18. Magdeburg: Otto von Guericke University Library, Magdeburg, Germany; 2025. doi:<a href=\"https://doi.org/10.57720/6037\">10.57720/6037</a>","bibtex":"@inproceedings{Döring_Trojahn_Reusch_2025, place={Magdeburg}, title={Partial Twin – Pragmatic Digital Twin Adoption for SMEs}, volume={18}, DOI={<a href=\"https://doi.org/10.57720/6037\">10.57720/6037</a>}, booktitle={18th International Doctoral Students Workshop on Logistics, Supply Chain and Production Management}, publisher={Otto von Guericke University Library, Magdeburg, Germany}, author={Döring, Lina and Trojahn, Sebastian and Reusch, Pascal}, editor={Otto von Guericke University Library, Magdeburg, GermanyEditor}, year={2025} }","short":"L. Döring, S. Trojahn, P. Reusch, in: Otto von Guericke University Library, Magdeburg, Germany (Ed.), 18th International Doctoral Students Workshop on Logistics, Supply Chain and Production Management, Otto von Guericke University Library, Magdeburg, Germany, Magdeburg, 2025.","alphadin":"<span style=\"font-variant:small-caps;\">Döring, Lina</span> ; <span style=\"font-variant:small-caps;\">Trojahn, Sebastian</span> ; <span style=\"font-variant:small-caps;\">Reusch, Pascal</span>: Partial Twin – Pragmatic Digital Twin Adoption for SMEs. In: <span style=\"font-variant:small-caps;\">Otto von Guericke University Library, Magdeburg, Germany</span> (Hrsg.): <i>18th International Doctoral Students Workshop on Logistics, Supply Chain and Production Management</i>. Bd. 18. Magdeburg : Otto von Guericke University Library, Magdeburg, Germany, 2025","mla":"Döring, Lina, et al. “Partial Twin – Pragmatic Digital Twin Adoption for SMEs.” <i>18th International Doctoral Students Workshop on Logistics, Supply Chain and Production Management</i>, edited by Otto von Guericke University Library, Magdeburg, Germany, vol. 18, Otto von Guericke University Library, Magdeburg, Germany, 2025, doi:<a href=\"https://doi.org/10.57720/6037\">10.57720/6037</a>."},"place":"Magdeburg","related_material":{"record":[{"status":"public","id":"5972","relation":"earlier_version"}],"link":[{"relation":"confirmation","url":"http://dx.doi.org/10.25673/119021","description":"This contains the original article published by Otto von Guericke University Magdeburg. 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Otto von Guericke University Library, Magdeburg, Germany, 2024. <a href=\"https://doi.org/10.25673/116282\">https://doi.org/10.25673/116282</a>.","ama":"Wollert T, Döring L. VSM 4.0 : Application Potentials of Data Science. In: Glistau E, Trojahn S, eds. <i>17th International Doctoral Students Workshop on Logistics, Supply Chain and Production Management</i>. Vol 17. Otto von Guericke University Library, Magdeburg, Germany; 2024. doi:<a href=\"https://doi.org/10.25673/116282\">10.25673/116282</a>","short":"T. Wollert, L. Döring, in: E. Glistau, S. Trojahn (Eds.), 17th International Doctoral Students Workshop on Logistics, Supply Chain and Production Management, Otto von Guericke University Library, Magdeburg, Germany, 2024.","mla":"Wollert, Tim, and Lina Döring. “VSM 4.0 : Application Potentials of Data Science.” <i>17th International Doctoral Students Workshop on Logistics, Supply Chain and Production Management</i>, edited by Elke Glistau and Sebastian Trojahn, vol. 17, Otto von Guericke University Library, Magdeburg, Germany, 2024, doi:<a href=\"https://doi.org/10.25673/116282\">10.25673/116282</a>.","alphadin":"<span style=\"font-variant:small-caps;\">Wollert, Tim</span> ; <span style=\"font-variant:small-caps;\">Döring, Lina</span>: VSM 4.0 : Application Potentials of Data Science. In: <span style=\"font-variant:small-caps;\">Glistau, E.</span> ; <span style=\"font-variant:small-caps;\">Trojahn, S.</span> (Hrsg.): <i>17th International Doctoral Students Workshop on Logistics, Supply Chain and Production Management</i>. Bd. 17 : Otto von Guericke University Library, Magdeburg, Germany, 2024","bibtex":"@inproceedings{Wollert_Döring_2024, title={VSM 4.0 : Application Potentials of Data Science}, volume={17}, DOI={<a href=\"https://doi.org/10.25673/116282\">10.25673/116282</a>}, booktitle={17th International Doctoral Students Workshop on Logistics, Supply Chain and Production Management}, publisher={Otto von Guericke University Library, Magdeburg, Germany}, author={Wollert, Tim and Döring, Lina}, editor={Glistau, Elke and Trojahn, SebastianEditors}, year={2024} }","apa":"Wollert, T., &#38; Döring, L. (2024). VSM 4.0 : Application Potentials of Data Science. In E. Glistau &#38; S. Trojahn (Eds.), <i>17th International Doctoral Students Workshop on Logistics, Supply Chain and Production Management</i> (Vol. 17). Magdeburg: Otto von Guericke University Library, Magdeburg, Germany. <a href=\"https://doi.org/10.25673/116282\">https://doi.org/10.25673/116282</a>","ieee":"T. Wollert and L. Döring, “VSM 4.0 : Application Potentials of Data Science,” in <i>17th International Doctoral Students Workshop on Logistics, Supply Chain and Production Management</i>, Magdeburg, 2024, vol. 17."},"publication_identifier":{"isbn":["978-3-948749-47-7"]},"conference":{"name":"17th International Doctoral Students Workshop on Logistics, Supply Chain and Production Management","start_date":"2024-06-18","location":"Magdeburg","end_date":"2024-06-18"},"doi":"10.25673/116282","_id":"5880","title":"VSM 4.0 : Application Potentials of Data Science","publisher":"Otto von Guericke University Library, Magdeburg, Germany","year":"2024","publication_status":"published","tmp":{"name":"Creative Commons Attribution-ShareAlike 4.0 International Public License (CC BY-SA 4.0)","image":"/images/cc_by_sa.png","legal_code_url":"https://creativecommons.org/licenses/by-sa/4.0/legalcode","short":"CC BY-SA (4.0)"},"intvolume":"        17","status":"public","extern":"1","urn":"urn:nbn:de:hbz:bi10-58807","file":[{"date_created":"2025-03-31T13:21:55Z","date_updated":"2025-03-31T13:21:55Z","success":1,"creator":"ldoering","file_id":"5881","access_level":"open_access","relation":"main_file","file_name":"Paper_5_VSM 4.0.pdf","file_size":1389282,"content_type":"application/pdf"}],"language":[{"iso":"eng"}]},{"publisher":"Cornell University","_id":"5472","title":"Optimizing Sales Forecasts through Automated Integration of Market Indicators","year":"2024","publication_status":"published","status":"public","language":[{"iso":"eng"}],"user_id":"220548","publication":"arXiv","date_created":"2025-01-30T13:41:54Z","main_file_link":[{"open_access":"1","url":"https://arxiv.org/abs/2406.07564"}],"type":"journal_article","date_updated":"2026-03-17T15:29:18Z","author":[{"full_name":"Döring, Lina","orcid":"0009-0000-3555-4183","last_name":"Döring","first_name":"Lina","id":"231689"},{"first_name":"Felix","orcid_put_code_url":"https://api.orcid.org/v2.0/0000-0001-6348-7897/work/177055069","id":"243801","full_name":"Grumbach, Felix","orcid":"0000-0001-6348-7897","last_name":"Grumbach"},{"id":"223271","first_name":"Pascal","last_name":"Reusch","full_name":"Reusch, Pascal"}],"oa":"1","citation":{"mla":"Döring, Lina, et al. “Optimizing Sales Forecasts through Automated Integration of Market Indicators.” <i>ArXiv</i>, Cornell University, 2024, doi:<a href=\"https://doi.org/10.48550/ARXIV.2406.07564\">10.48550/ARXIV.2406.07564</a>.","short":"L. Döring, F. Grumbach, P. Reusch, ArXiv (2024).","bibtex":"@article{Döring_Grumbach_Reusch_2024, title={Optimizing Sales Forecasts through Automated Integration of Market Indicators}, DOI={<a href=\"https://doi.org/10.48550/ARXIV.2406.07564\">10.48550/ARXIV.2406.07564</a>}, journal={arXiv}, publisher={Cornell University}, author={Döring, Lina and Grumbach, Felix and Reusch, Pascal}, year={2024} }","alphadin":"<span style=\"font-variant:small-caps;\">Döring, Lina</span> ; <span style=\"font-variant:small-caps;\">Grumbach, Felix</span> ; <span style=\"font-variant:small-caps;\">Reusch, Pascal</span>: Optimizing Sales Forecasts through Automated Integration of Market Indicators. In: <i>arXiv</i>, Cornell University (2024)","ama":"Döring L, Grumbach F, Reusch P. Optimizing Sales Forecasts through Automated Integration of Market Indicators. <i>arXiv</i>. 2024. doi:<a href=\"https://doi.org/10.48550/ARXIV.2406.07564\">10.48550/ARXIV.2406.07564</a>","chicago":"Döring, Lina, Felix Grumbach, and Pascal Reusch. “Optimizing Sales Forecasts through Automated Integration of Market Indicators.” <i>ArXiv</i>, 2024. <a href=\"https://doi.org/10.48550/ARXIV.2406.07564\">https://doi.org/10.48550/ARXIV.2406.07564</a>.","ieee":"L. Döring, F. Grumbach, and P. Reusch, “Optimizing Sales Forecasts through Automated Integration of Market Indicators,” <i>arXiv</i>, 2024.","apa":"Döring, L., Grumbach, F., &#38; Reusch, P. (2024). Optimizing Sales Forecasts through Automated Integration of Market Indicators. <i>ArXiv</i>. <a href=\"https://doi.org/10.48550/ARXIV.2406.07564\">https://doi.org/10.48550/ARXIV.2406.07564</a>"},"doi":"10.48550/ARXIV.2406.07564"},{"urn":"urn:nbn:de:hbz:bi10-58762","tmp":{"name":"Creative Commons Attribution-ShareAlike 4.0 International Public License (CC BY-SA 4.0)","image":"/images/cc_by_sa.png","legal_code_url":"https://creativecommons.org/licenses/by-sa/4.0/legalcode","short":"CC BY-SA (4.0)"},"publication_status":"published","_id":"5876","title":"Evaluation of the digital transformation from VSM to Value Stream Management 4.0","publication_identifier":{"isbn":["978-3-948749-37-8"]},"conference":{"end_date":"2023-06-20","name":"International Doctoral Students Workshop on Logistics, Supply Chain and Production Management","start_date":"2023-06-20","location":"Magdeburg, Germany"},"quality_controlled":"1","author":[{"id":"231689","first_name":"Lina","orcid_put_code_url":"https://api.orcid.org/v2.0/0009-0000-3555-4183/work/181264772","last_name":"Döring","full_name":"Döring, Lina","orcid":"0009-0000-3555-4183"},{"first_name":"Tim","full_name":"Wollert, Tim","last_name":"Wollert"},{"first_name":"Fabian","last_name":"Behrendt","full_name":"Behrendt, Fabian"}],"volume":16,"file_date_updated":"2025-03-31T13:08:36Z","date_created":"2025-03-31T13:10:14Z","publication":"16th International Doctoral Students Workshop on Logistics, Supply Chain and Production Management","language":[{"iso":"eng"}],"status":"public","file":[{"date_created":"2025-03-31T13:08:36Z","date_updated":"2025-03-31T13:08:36Z","success":1,"creator":"ldoering","file_id":"5878","access_level":"open_access","relation":"main_file","file_name":"2023_IDWL_Doeringetal.pdf","file_size":538754,"content_type":"application/pdf"}],"extern":"1","intvolume":"        16","year":"2023","doi":"10.25673/103475","corporate_editor":["Otto von Guericke University Library, Magdeburg, Germany"],"editor":[{"first_name":"Elke","last_name":"Glistau","full_name":"Glistau, Elke"},{"first_name":"Sebastian","full_name":"Trojahn, Sebastian","last_name":"Trojahn"}],"citation":{"apa":"Döring, L., Wollert, T., &#38; Behrendt, F. (2023). Evaluation of the digital transformation from VSM to Value Stream Management 4.0. In E. Glistau, S. Trojahn, &#38; Otto von Guericke University Library, Magdeburg, Germany (Eds.), <i>16th International Doctoral Students Workshop on Logistics, Supply Chain and Production Management</i> (Vol. 16, pp. 7–15). Magdeburg, Germany. <a href=\"https://doi.org/10.25673/103475\">https://doi.org/10.25673/103475</a>","ieee":"L. Döring, T. Wollert, and F. Behrendt, “Evaluation of the digital transformation from VSM to Value Stream Management 4.0,” in <i>16th International Doctoral Students Workshop on Logistics, Supply Chain and Production Management</i>, Magdeburg, Germany, 2023, vol. 16, pp. 7–15.","ama":"Döring L, Wollert T, Behrendt F. Evaluation of the digital transformation from VSM to Value Stream Management 4.0. In: Glistau E, Trojahn S, Otto von Guericke University Library, Magdeburg, Germany, eds. <i>16th International Doctoral Students Workshop on Logistics, Supply Chain and Production Management</i>. Vol 16. ; 2023:7-15. doi:<a href=\"https://doi.org/10.25673/103475\">10.25673/103475</a>","chicago":"Döring, Lina, Tim Wollert, and Fabian Behrendt. “Evaluation of the Digital Transformation from VSM to Value Stream Management 4.0.” In <i>16th International Doctoral Students Workshop on Logistics, Supply Chain and Production Management</i>, edited by Elke Glistau, Sebastian Trojahn, and Otto von Guericke University Library, Magdeburg, Germany, 16:7–15, 2023. <a href=\"https://doi.org/10.25673/103475\">https://doi.org/10.25673/103475</a>.","short":"L. Döring, T. Wollert, F. Behrendt, in: E. Glistau, S. Trojahn, Otto von Guericke University Library, Magdeburg, Germany (Eds.), 16th International Doctoral Students Workshop on Logistics, Supply Chain and Production Management, 2023, pp. 7–15.","mla":"Döring, Lina, et al. “Evaluation of the Digital Transformation from VSM to Value Stream Management 4.0.” <i>16th International Doctoral Students Workshop on Logistics, Supply Chain and Production Management</i>, edited by Elke Glistau et al., vol. 16, 2023, pp. 7–15, doi:<a href=\"https://doi.org/10.25673/103475\">10.25673/103475</a>.","bibtex":"@inproceedings{Döring_Wollert_Behrendt_2023, title={Evaluation of the digital transformation from VSM to Value Stream Management 4.0}, volume={16}, DOI={<a href=\"https://doi.org/10.25673/103475\">10.25673/103475</a>}, booktitle={16th International Doctoral Students Workshop on Logistics, Supply Chain and Production Management}, author={Döring, Lina and Wollert, Tim and Behrendt, Fabian}, editor={Glistau, Elke and Trojahn, Sebastian and Otto von Guericke University Library, Magdeburg, GermanyEditors}, year={2023}, pages={7–15} }","alphadin":"<span style=\"font-variant:small-caps;\">Döring, Lina</span> ; <span style=\"font-variant:small-caps;\">Wollert, Tim</span> ; <span style=\"font-variant:small-caps;\">Behrendt, Fabian</span>: Evaluation of the digital transformation from VSM to Value Stream Management 4.0. In: <span style=\"font-variant:small-caps;\">Glistau, E.</span> ; <span style=\"font-variant:small-caps;\">Trojahn, S.</span> ; <span style=\"font-variant:small-caps;\">Otto von Guericke University Library, Magdeburg, Germany</span> (Hrsg.): <i>16th International Doctoral Students Workshop on Logistics, Supply Chain and Production Management</i>. Bd. 16, 2023, S. 7–15"},"page":"7-15","has_accepted_license":"1","oa":"1","date_updated":"2026-03-17T15:29:23Z","type":"conference","main_file_link":[{"open_access":"1"}],"user_id":"220548"}]