{"date_created":"2025-11-04T14:01:05Z","doi":"10.1109/ETFA65518.2025.11205664","publication_status":"published","user_id":"263827","citation":{"mla":"Bültemeier, Julian, et al. “AI Workflow for Scarce Data: A Modular Approach to Optimise Processes.” <i>2025 IEEE 30th International Conference on Emerging Technologies and Factory Automation (ETFA)</i>, IEEE, 2025, pp. 1–4, doi:<a href=\"https://doi.org/10.1109/ETFA65518.2025.11205664\">10.1109/ETFA65518.2025.11205664</a>.","ieee":"J. Bültemeier, C.-A. Holst, V. Lohweg, M. Schöne, B. Jaster, and M. Kohlhase, “AI Workflow for Scarce Data: A Modular Approach to Optimise Processes,” in <i>2025 IEEE 30th International Conference on Emerging Technologies and Factory Automation (ETFA)</i>, Porto, Portugal, 2025, pp. 1–4.","alphadin":"<span style=\"font-variant:small-caps;\">Bültemeier, Julian</span> ; <span style=\"font-variant:small-caps;\">Holst, Christoph-Alexander</span> ; <span style=\"font-variant:small-caps;\">Lohweg, Volker</span> ; <span style=\"font-variant:small-caps;\">Schöne, Marvin</span> ; <span style=\"font-variant:small-caps;\">Jaster, Bjarne</span> ; <span style=\"font-variant:small-caps;\">Kohlhase, Martin</span>: AI Workflow for Scarce Data: A Modular Approach to Optimise Processes. In: <i>2025 IEEE 30th International Conference on Emerging Technologies and Factory Automation (ETFA)</i> : IEEE, 2025, S. 1–4","apa":"Bültemeier, J., Holst, C.-A., Lohweg, V., Schöne, M., Jaster, B., &#38; Kohlhase, M. (2025). AI Workflow for Scarce Data: A Modular Approach to Optimise Processes. In <i>2025 IEEE 30th International Conference on Emerging Technologies and Factory Automation (ETFA)</i> (pp. 1–4). Porto, Portugal: IEEE. <a href=\"https://doi.org/10.1109/ETFA65518.2025.11205664\">https://doi.org/10.1109/ETFA65518.2025.11205664</a>","ama":"Bültemeier J, Holst C-A, Lohweg V, Schöne M, Jaster B, Kohlhase M. AI Workflow for Scarce Data: A Modular Approach to Optimise Processes. In: <i>2025 IEEE 30th International Conference on Emerging Technologies and Factory Automation (ETFA)</i>. IEEE; 2025:1-4. doi:<a href=\"https://doi.org/10.1109/ETFA65518.2025.11205664\">10.1109/ETFA65518.2025.11205664</a>","bibtex":"@inproceedings{Bültemeier_Holst_Lohweg_Schöne_Jaster_Kohlhase_2025, title={AI Workflow for Scarce Data: A Modular Approach to Optimise Processes}, DOI={<a href=\"https://doi.org/10.1109/ETFA65518.2025.11205664\">10.1109/ETFA65518.2025.11205664</a>}, booktitle={2025 IEEE 30th International Conference on Emerging Technologies and Factory Automation (ETFA)}, publisher={IEEE}, author={Bültemeier, Julian and Holst, Christoph-Alexander and Lohweg, Volker and Schöne, Marvin and Jaster, Bjarne and Kohlhase, Martin}, year={2025}, pages={1–4} }","short":"J. Bültemeier, C.-A. Holst, V. Lohweg, M. Schöne, B. Jaster, M. Kohlhase, in: 2025 IEEE 30th International Conference on Emerging Technologies and Factory Automation (ETFA), IEEE, 2025, pp. 1–4.","chicago":"Bültemeier, Julian, Christoph-Alexander Holst, Volker Lohweg, Marvin Schöne, Bjarne Jaster, and Martin Kohlhase. “AI Workflow for Scarce Data: A Modular Approach to Optimise Processes.” In <i>2025 IEEE 30th International Conference on Emerging Technologies and Factory Automation (ETFA)</i>, 1–4. IEEE, 2025. <a href=\"https://doi.org/10.1109/ETFA65518.2025.11205664\">https://doi.org/10.1109/ETFA65518.2025.11205664</a>."},"language":[{"iso":"eng"}],"abstract":[{"lang":"eng","text":"Many small and medium-sized enterprises lack large datasets and AI expertise, limiting their ability to apply traditional AI methods. However, they often possess valuable yet underutilised experimental data. This paper introduces an interpretable AI workflow tailored for such scarce data environments. It guides users through experimental design, data labelling, Decision Trees, and Active Learning to optimise processes efficiently. A bread roll baking use case illustrates the workflow’s practical value and transferability to other industrial settings."}],"title":"AI Workflow for Scarce Data: A Modular Approach to Optimise Processes","_id":"6267","year":"2025","page":"1-4","publication":"2025 IEEE 30th International Conference on Emerging Technologies and Factory Automation (ETFA)","publisher":"IEEE","publication_identifier":{"eisbn":["979-8-3315-5383-8"]},"status":"public","type":"conference","author":[{"last_name":"Bültemeier","first_name":"Julian","full_name":"Bültemeier, Julian"},{"last_name":"Holst","first_name":"Christoph-Alexander","full_name":"Holst, Christoph-Alexander"},{"full_name":"Lohweg, Volker","last_name":"Lohweg","first_name":"Volker"},{"full_name":"Schöne, Marvin","id":"218388","last_name":"Schöne","first_name":"Marvin"},{"first_name":"Bjarne","last_name":"Jaster","orcid_put_code_url":"https://api.orcid.org/v2.0/0000-0002-8362-5369/work/196000534","orcid":"0000-0002-8362-5369","id":"252434","full_name":"Jaster, Bjarne"},{"orcid":"0009-0002-9374-0720","id":"226669","full_name":"Kohlhase, Martin","last_name":"Kohlhase","first_name":"Martin","orcid_put_code_url":"https://api.orcid.org/v2.0/0009-0002-9374-0720/work/196000535"}],"conference":{"name":"2025 IEEE 30th International Conference on Emerging Technologies and Factory Automation (ETFA)","location":"Porto, Portugal"},"date_updated":"2025-11-05T07:09:11Z"}