[{"citation":{"ieee":"M. Panzner, S. von Enzberg, M. Meyer, and R. Dumitrescu, “Characterization of Usage Data with the Help of Data Classifications,” <i>Journal of the Knowledge Economy</i>, 2022, doi: <a href=\"https://doi.org/10.1007/s13132-022-01081-z\">10.1007/s13132-022-01081-z</a>.","apa":"Panzner, M., von Enzberg, S., Meyer, M., &#38; Dumitrescu, R. (2022). Characterization of Usage Data with the Help of Data Classifications. <i>Journal of the Knowledge Economy</i>. <a href=\"https://doi.org/10.1007/s13132-022-01081-z\">https://doi.org/10.1007/s13132-022-01081-z</a>","short":"M. Panzner, S. von Enzberg, M. Meyer, R. Dumitrescu, Journal of the Knowledge Economy (2022).","chicago":"Panzner, Melina, Sebastian von Enzberg, Maurice Meyer, and Roman Dumitrescu. “Characterization of Usage Data with the Help of Data Classifications.” <i>Journal of the Knowledge Economy</i>, 2022. <a href=\"https://doi.org/10.1007/s13132-022-01081-z\">https://doi.org/10.1007/s13132-022-01081-z</a>.","mla":"Panzner, Melina, et al. “Characterization of Usage Data with the Help of Data Classifications.” <i>Journal of the Knowledge Economy</i>, Springer Science and Business Media LLC, 2022, doi:<a href=\"https://doi.org/10.1007/s13132-022-01081-z\">10.1007/s13132-022-01081-z</a>.","bibtex":"@article{Panzner_von Enzberg_Meyer_Dumitrescu_2022, title={Characterization of Usage Data with the Help of Data Classifications}, DOI={<a href=\"https://doi.org/10.1007/s13132-022-01081-z\">10.1007/s13132-022-01081-z</a>}, journal={Journal of the Knowledge Economy}, publisher={Springer Science and Business Media LLC}, author={Panzner, Melina and von Enzberg, Sebastian and Meyer, Maurice and Dumitrescu, Roman}, year={2022} }","ama":"Panzner M, von Enzberg S, Meyer M, Dumitrescu R. Characterization of Usage Data with the Help of Data Classifications. <i>Journal of the Knowledge Economy</i>. Published online 2022. doi:<a href=\"https://doi.org/10.1007/s13132-022-01081-z\">10.1007/s13132-022-01081-z</a>"},"publication":"Journal of the Knowledge Economy","abstract":[{"text":"<jats:title>Abstract</jats:title><jats:p>Comprehensive data understanding is a key success driver for data analytics projects. Knowing the characteristics of the data helps a lot in selecting the appropriate data analysis techniques. Especially in data-driven product planning, knowledge about the data is a necessary prerequisite because data of the use phase is very heterogeneous. However, companies often do not have the necessary know-how or time to build up solid data understanding in connection with data analysis. In this paper, we develop a methodology to organize and categorize and thus understand use phase data in a way that makes it accessible to general data analytics workflows, following a design science research approach. We first present a knowledge base that lists typical use phase data from a product planning view. Second, we develop a taxonomy based on standard literature and real data objects, which covers the diversity of the data considered. The taxonomy provides 8 dimensions that support classification of use phase data and allows to capture data characteristics from a data analytics view. Finally, we combine both views by clustering the objects of the knowledge base according to the taxonomy. Each of the resulting clusters covers a typical combination of analytics relevant characteristics occurring in practice. By abstracting from the diversity of use phase data into artifacts with manageable complexity, our approach provides guidance to choose appropriate data analysis and AI techniques.</jats:p>","lang":"eng"}],"date_created":"2022-12-05T12:49:56Z","department":[{"_id":"563"}],"type":"journal_article","keyword":["Economics and Econometrics"],"publication_identifier":{"issn":["1868-7865","1868-7873"]},"author":[{"first_name":"Melina","last_name":"Panzner","full_name":"Panzner, Melina"},{"full_name":"von Enzberg, Sebastian","first_name":"Sebastian","last_name":"von Enzberg"},{"first_name":"Maurice","last_name":"Meyer","full_name":"Meyer, Maurice"},{"last_name":"Dumitrescu","first_name":"Roman","full_name":"Dumitrescu, Roman"}],"year":"2022","title":"Characterization of Usage Data with the Help of Data Classifications","status":"public","publication_status":"published","date_updated":"2022-12-05T12:51:03Z","language":[{"iso":"eng"}],"_id":"34197","publisher":"Springer Science and Business Media LLC","user_id":"15782","doi":"10.1007/s13132-022-01081-z"},{"citation":{"mla":"Merkelbach, Silke, et al. “Using Vibration Data to Classify Conditions in Disk Stack Separators.” <i>Vibroengineering PROCEDIA</i>, vol. 46, JVE International Ltd., 2022, pp. 21–26, doi:<a href=\"https://doi.org/10.21595/vp.2022.23000\">10.21595/vp.2022.23000</a>.","bibtex":"@article{Merkelbach_Afroze_Janssen_von Enzberg_Kühn_Dumitrescu_2022, title={Using vibration data to classify conditions in disk stack separators}, volume={46}, DOI={<a href=\"https://doi.org/10.21595/vp.2022.23000\">10.21595/vp.2022.23000</a>}, journal={Vibroengineering PROCEDIA}, publisher={JVE International Ltd.}, author={Merkelbach, Silke and Afroze, Lameya and Janssen, Nils and von Enzberg, Sebastian and Kühn, Arno and Dumitrescu, Roman}, year={2022}, pages={21–26} }","ama":"Merkelbach S, Afroze L, Janssen N, von Enzberg S, Kühn A, Dumitrescu R. Using vibration data to classify conditions in disk stack separators. <i>Vibroengineering PROCEDIA</i>. 2022;46:21-26. doi:<a href=\"https://doi.org/10.21595/vp.2022.23000\">10.21595/vp.2022.23000</a>","ieee":"S. Merkelbach, L. Afroze, N. Janssen, S. von Enzberg, A. Kühn, and R. Dumitrescu, “Using vibration data to classify conditions in disk stack separators,” <i>Vibroengineering PROCEDIA</i>, vol. 46, pp. 21–26, 2022, doi: <a href=\"https://doi.org/10.21595/vp.2022.23000\">10.21595/vp.2022.23000</a>.","apa":"Merkelbach, S., Afroze, L., Janssen, N., von Enzberg, S., Kühn, A., &#38; Dumitrescu, R. (2022). Using vibration data to classify conditions in disk stack separators. <i>Vibroengineering PROCEDIA</i>, <i>46</i>, 21–26. <a href=\"https://doi.org/10.21595/vp.2022.23000\">https://doi.org/10.21595/vp.2022.23000</a>","short":"S. Merkelbach, L. Afroze, N. Janssen, S. von Enzberg, A. Kühn, R. Dumitrescu, Vibroengineering PROCEDIA 46 (2022) 21–26.","chicago":"Merkelbach, Silke, Lameya Afroze, Nils Janssen, Sebastian von Enzberg, Arno Kühn, and Roman Dumitrescu. “Using Vibration Data to Classify Conditions in Disk Stack Separators.” <i>Vibroengineering PROCEDIA</i> 46 (2022): 21–26. <a href=\"https://doi.org/10.21595/vp.2022.23000\">https://doi.org/10.21595/vp.2022.23000</a>."},"_id":"34196","publisher":"JVE International Ltd.","page":"21-26","volume":46,"user_id":"15782","status":"public","date_created":"2022-12-05T12:47:22Z","department":[{"_id":"563"}],"keyword":["General Medicine"],"type":"journal_article","publication":"Vibroengineering PROCEDIA","abstract":[{"text":"<jats:p>Mounting sensors in disk stack separators is often a major challenge due to the operating conditions. However, a process cannot be optimally monitored without sensors. Virtual sensors can be a solution to calculate the sought parameters from measurable values. We measured the vibrations of disk stack separators and applied machine learning (ML) to detect whether the separator contains only water or whether particles are also present. We combined seven ML classification algorithms with three feature engineering strategies and evaluated our model successfully on vibration data of an experimental disk stack separator. Our experimental results demonstrate that random forest in combination with manual feature engineering using domain specific knowledge about suitable features outperforms all other models with an accuracy of 91.27 %.</jats:p>","lang":"eng"}],"language":[{"iso":"eng"}],"doi":"10.21595/vp.2022.23000","author":[{"last_name":"Merkelbach","first_name":"Silke","full_name":"Merkelbach, Silke"},{"first_name":"Lameya","last_name":"Afroze","full_name":"Afroze, Lameya"},{"full_name":"Janssen, Nils","last_name":"Janssen","first_name":"Nils"},{"full_name":"von Enzberg, Sebastian","last_name":"von Enzberg","first_name":"Sebastian"},{"full_name":"Kühn, Arno","last_name":"Kühn","first_name":"Arno"},{"full_name":"Dumitrescu, Roman","last_name":"Dumitrescu","first_name":"Roman"}],"publication_identifier":{"issn":["2345-0533","2538-8479"]},"year":"2022","title":"Using vibration data to classify conditions in disk stack separators","intvolume":"        46","publication_status":"published","date_updated":"2022-12-05T12:51:08Z"},{"publication":"Praxishandbuch Robotic Process Automation (RPA)","citation":{"bibtex":"@inbook{Hobscheidt_Menzefricke_Gabriel_Kühn_Dumitrescu_2022, place={Wiesbaden}, title={Soziotechnische Herausforderungen bei der Einführung von RPA managen}, DOI={<a href=\"https://doi.org/10.1007/978-3-658-38379-4_8\">10.1007/978-3-658-38379-4_8</a>}, booktitle={Praxishandbuch Robotic Process Automation (RPA)}, publisher={Springer Fachmedien Wiesbaden}, author={Hobscheidt, Daniela and Menzefricke, Jörn Steffen and Gabriel, Stefan and Kühn, Arno and Dumitrescu, Roman}, year={2022} }","short":"D. Hobscheidt, J.S. Menzefricke, S. Gabriel, A. Kühn, R. Dumitrescu, in: Praxishandbuch Robotic Process Automation (RPA), Springer Fachmedien Wiesbaden, Wiesbaden, 2022.","ama":"Hobscheidt D, Menzefricke JS, Gabriel S, Kühn A, Dumitrescu R. Soziotechnische Herausforderungen bei der Einführung von RPA managen. In: <i>Praxishandbuch Robotic Process Automation (RPA)</i>. Springer Fachmedien Wiesbaden; 2022. doi:<a href=\"https://doi.org/10.1007/978-3-658-38379-4_8\">10.1007/978-3-658-38379-4_8</a>","chicago":"Hobscheidt, Daniela, Jörn Steffen Menzefricke, Stefan Gabriel, Arno Kühn, and Roman Dumitrescu. “Soziotechnische Herausforderungen Bei Der Einführung von RPA Managen.” In <i>Praxishandbuch Robotic Process Automation (RPA)</i>. Wiesbaden: Springer Fachmedien Wiesbaden, 2022. <a href=\"https://doi.org/10.1007/978-3-658-38379-4_8\">https://doi.org/10.1007/978-3-658-38379-4_8</a>.","ieee":"D. Hobscheidt, J. S. Menzefricke, S. Gabriel, A. Kühn, and R. Dumitrescu, “Soziotechnische Herausforderungen bei der Einführung von RPA managen,” in <i>Praxishandbuch Robotic Process Automation (RPA)</i>, Wiesbaden: Springer Fachmedien Wiesbaden, 2022.","apa":"Hobscheidt, D., Menzefricke, J. S., Gabriel, S., Kühn, A., &#38; Dumitrescu, R. (2022). Soziotechnische Herausforderungen bei der Einführung von RPA managen. In <i>Praxishandbuch Robotic Process Automation (RPA)</i>. Springer Fachmedien Wiesbaden. <a href=\"https://doi.org/10.1007/978-3-658-38379-4_8\">https://doi.org/10.1007/978-3-658-38379-4_8</a>","mla":"Hobscheidt, Daniela, et al. “Soziotechnische Herausforderungen Bei Der Einführung von RPA Managen.” <i>Praxishandbuch Robotic Process Automation (RPA)</i>, Springer Fachmedien Wiesbaden, 2022, doi:<a href=\"https://doi.org/10.1007/978-3-658-38379-4_8\">10.1007/978-3-658-38379-4_8</a>."},"type":"book_chapter","department":[{"_id":"563"}],"place":"Wiesbaden","date_created":"2022-12-05T12:46:56Z","date_updated":"2022-12-05T12:51:11Z","publication_status":"published","title":"Soziotechnische Herausforderungen bei der Einführung von RPA managen","year":"2022","status":"public","publication_identifier":{"isbn":["9783658383787","9783658383794"]},"author":[{"full_name":"Hobscheidt, Daniela","last_name":"Hobscheidt","first_name":"Daniela"},{"first_name":"Jörn Steffen","last_name":"Menzefricke","full_name":"Menzefricke, Jörn Steffen"},{"full_name":"Gabriel, Stefan","first_name":"Stefan","last_name":"Gabriel"},{"last_name":"Kühn","first_name":"Arno","full_name":"Kühn, Arno"},{"last_name":"Dumitrescu","first_name":"Roman","full_name":"Dumitrescu, Roman"}],"doi":"10.1007/978-3-658-38379-4_8","user_id":"15782","_id":"34195","language":[{"iso":"eng"}],"publisher":"Springer Fachmedien Wiesbaden"},{"publication_status":"published","date_updated":"2022-12-05T12:51:19Z","author":[{"full_name":"Bansmann, Michael","first_name":"Michael","last_name":"Bansmann"},{"first_name":"Roman","last_name":"Dumitrescu","full_name":"Dumitrescu, Roman"},{"full_name":"Fechtelpeter, Christian","last_name":"Fechtelpeter","first_name":"Christian"}],"publication_identifier":{"isbn":["9783662580134","9783662580141"],"issn":["2523-3637","2523-3645"]},"title":"Transfer von Arbeit 4.0-Anwendungsszenarien","status":"public","year":"2022","user_id":"15782","doi":"10.1007/978-3-662-58014-1_3","_id":"34193","language":[{"iso":"eng"}],"publisher":"Springer Berlin Heidelberg","citation":{"short":"M. Bansmann, R. Dumitrescu, C. Fechtelpeter, in: Gestaltung Digitalisierter Arbeitswelten, Springer Berlin Heidelberg, Berlin, Heidelberg, 2022.","chicago":"Bansmann, Michael, Roman Dumitrescu, and Christian Fechtelpeter. “Transfer von Arbeit 4.0-Anwendungsszenarien.” In <i>Gestaltung Digitalisierter Arbeitswelten</i>. Berlin, Heidelberg: Springer Berlin Heidelberg, 2022. <a href=\"https://doi.org/10.1007/978-3-662-58014-1_3\">https://doi.org/10.1007/978-3-662-58014-1_3</a>.","ieee":"M. Bansmann, R. Dumitrescu, and C. Fechtelpeter, “Transfer von Arbeit 4.0-Anwendungsszenarien,” in <i>Gestaltung digitalisierter Arbeitswelten</i>, Berlin, Heidelberg: Springer Berlin Heidelberg, 2022.","apa":"Bansmann, M., Dumitrescu, R., &#38; Fechtelpeter, C. (2022). Transfer von Arbeit 4.0-Anwendungsszenarien. In <i>Gestaltung digitalisierter Arbeitswelten</i>. Springer Berlin Heidelberg. <a href=\"https://doi.org/10.1007/978-3-662-58014-1_3\">https://doi.org/10.1007/978-3-662-58014-1_3</a>","bibtex":"@inbook{Bansmann_Dumitrescu_Fechtelpeter_2022, place={Berlin, Heidelberg}, title={Transfer von Arbeit 4.0-Anwendungsszenarien}, DOI={<a href=\"https://doi.org/10.1007/978-3-662-58014-1_3\">10.1007/978-3-662-58014-1_3</a>}, booktitle={Gestaltung digitalisierter Arbeitswelten}, publisher={Springer Berlin Heidelberg}, author={Bansmann, Michael and Dumitrescu, Roman and Fechtelpeter, Christian}, year={2022} }","ama":"Bansmann M, Dumitrescu R, Fechtelpeter C. Transfer von Arbeit 4.0-Anwendungsszenarien. In: <i>Gestaltung Digitalisierter Arbeitswelten</i>. Springer Berlin Heidelberg; 2022. doi:<a href=\"https://doi.org/10.1007/978-3-662-58014-1_3\">10.1007/978-3-662-58014-1_3</a>","mla":"Bansmann, Michael, et al. “Transfer von Arbeit 4.0-Anwendungsszenarien.” <i>Gestaltung Digitalisierter Arbeitswelten</i>, Springer Berlin Heidelberg, 2022, doi:<a href=\"https://doi.org/10.1007/978-3-662-58014-1_3\">10.1007/978-3-662-58014-1_3</a>."},"publication":"Gestaltung digitalisierter Arbeitswelten","department":[{"_id":"563"}],"type":"book_chapter","date_created":"2022-12-05T12:45:43Z","place":"Berlin, Heidelberg"},{"publication":"Praxishandbuch Robotic Process Automation (RPA)","citation":{"bibtex":"@inbook{Brock_von Enzberg_Kühn_Dumitrescu_2022, place={Wiesbaden}, title={Nutzung von Process Mining in RPA-Projekten}, DOI={<a href=\"https://doi.org/10.1007/978-3-658-38379-4_5\">10.1007/978-3-658-38379-4_5</a>}, booktitle={Praxishandbuch Robotic Process Automation (RPA)}, publisher={Springer Fachmedien Wiesbaden}, author={Brock, Jonathan and von Enzberg, Sebastian and Kühn, Arno and Dumitrescu, Roman}, year={2022} }","ama":"Brock J, von Enzberg S, Kühn A, Dumitrescu R. Nutzung von Process Mining in RPA-Projekten. In: <i>Praxishandbuch Robotic Process Automation (RPA)</i>. Springer Fachmedien Wiesbaden; 2022. doi:<a href=\"https://doi.org/10.1007/978-3-658-38379-4_5\">10.1007/978-3-658-38379-4_5</a>","mla":"Brock, Jonathan, et al. “Nutzung von Process Mining in RPA-Projekten.” <i>Praxishandbuch Robotic Process Automation (RPA)</i>, Springer Fachmedien Wiesbaden, 2022, doi:<a href=\"https://doi.org/10.1007/978-3-658-38379-4_5\">10.1007/978-3-658-38379-4_5</a>.","short":"J. Brock, S. von Enzberg, A. Kühn, R. Dumitrescu, in: Praxishandbuch Robotic Process Automation (RPA), Springer Fachmedien Wiesbaden, Wiesbaden, 2022.","chicago":"Brock, Jonathan, Sebastian von Enzberg, Arno Kühn, and Roman Dumitrescu. “Nutzung von Process Mining in RPA-Projekten.” In <i>Praxishandbuch Robotic Process Automation (RPA)</i>. Wiesbaden: Springer Fachmedien Wiesbaden, 2022. <a href=\"https://doi.org/10.1007/978-3-658-38379-4_5\">https://doi.org/10.1007/978-3-658-38379-4_5</a>.","ieee":"J. Brock, S. von Enzberg, A. Kühn, and R. Dumitrescu, “Nutzung von Process Mining in RPA-Projekten,” in <i>Praxishandbuch Robotic Process Automation (RPA)</i>, Wiesbaden: Springer Fachmedien Wiesbaden, 2022.","apa":"Brock, J., von Enzberg, S., Kühn, A., &#38; Dumitrescu, R. (2022). Nutzung von Process Mining in RPA-Projekten. In <i>Praxishandbuch Robotic Process Automation (RPA)</i>. Springer Fachmedien Wiesbaden. <a href=\"https://doi.org/10.1007/978-3-658-38379-4_5\">https://doi.org/10.1007/978-3-658-38379-4_5</a>"},"type":"book_chapter","department":[{"_id":"563"}],"date_created":"2022-12-05T12:46:26Z","place":"Wiesbaden","publication_status":"published","date_updated":"2022-12-05T12:51:14Z","status":"public","year":"2022","title":"Nutzung von Process Mining in RPA-Projekten","publication_identifier":{"isbn":["9783658383787","9783658383794"]},"author":[{"full_name":"Brock, Jonathan","last_name":"Brock","first_name":"Jonathan"},{"last_name":"von Enzberg","first_name":"Sebastian","full_name":"von Enzberg, Sebastian"},{"full_name":"Kühn, Arno","last_name":"Kühn","first_name":"Arno"},{"full_name":"Dumitrescu, Roman","last_name":"Dumitrescu","first_name":"Roman"}],"user_id":"15782","doi":"10.1007/978-3-658-38379-4_5","_id":"34194","language":[{"iso":"eng"}],"publisher":"Springer Fachmedien Wiesbaden"},{"doi":"10.1016/j.techfore.2021.121329","user_id":"15782","_id":"27776","language":[{"iso":"eng"}],"publisher":"Elsevier","article_number":"121329","date_updated":"2022-01-25T08:52:39Z","publication_status":"published","publication_identifier":{"issn":["0040-1625"]},"author":[{"full_name":"Koldewey, Christian","first_name":"Christian","orcid":"https://orcid.org/0000-0001-7992-6399","last_name":"Koldewey","id":"43136"},{"id":"34415","last_name":"Rasor","first_name":"Anja","full_name":"Rasor, Anja"},{"last_name":"Reinhold","first_name":"Jannik","full_name":"Reinhold, Jannik","id":"33669"},{"id":"163","first_name":"Jürgen","last_name":"Gausemeier","full_name":"Gausemeier, Jürgen"},{"id":"16190","last_name":"Dumitrescu","first_name":"Roman","full_name":"Dumitrescu, Roman"},{"full_name":"Chohan, Nadia","first_name":"Nadia","last_name":"Chohan"},{"first_name":"Maximilian","last_name":"Frank","full_name":"Frank, Maximilian","id":"38255"}],"title":"Aligning strategic position, behavior, and structure for smart service businesses in manufacturing","status":"public","year":"2022","department":[{"_id":"563"}],"type":"journal_article","date_created":"2021-11-24T09:52:18Z","citation":{"mla":"Koldewey, Christian, et al. “Aligning Strategic Position, Behavior, and Structure for Smart Service Businesses in Manufacturing.” <i>Technological Forecasting and Social Change</i>, 121329, Elsevier, 2022, doi:<a href=\"https://doi.org/10.1016/j.techfore.2021.121329\">10.1016/j.techfore.2021.121329</a>.","ama":"Koldewey C, Rasor A, Reinhold J, et al. Aligning strategic position, behavior, and structure for smart service businesses in manufacturing. <i>Technological Forecasting and Social Change</i>. Published online 2022. doi:<a href=\"https://doi.org/10.1016/j.techfore.2021.121329\">10.1016/j.techfore.2021.121329</a>","bibtex":"@article{Koldewey_Rasor_Reinhold_Gausemeier_Dumitrescu_Chohan_Frank_2022, title={Aligning strategic position, behavior, and structure for smart service businesses in manufacturing}, DOI={<a href=\"https://doi.org/10.1016/j.techfore.2021.121329\">10.1016/j.techfore.2021.121329</a>}, number={121329}, journal={Technological Forecasting and Social Change}, publisher={Elsevier}, author={Koldewey, Christian and Rasor, Anja and Reinhold, Jannik and Gausemeier, Jürgen and Dumitrescu, Roman and Chohan, Nadia and Frank, Maximilian}, year={2022} }","apa":"Koldewey, C., Rasor, A., Reinhold, J., Gausemeier, J., Dumitrescu, R., Chohan, N., &#38; Frank, M. (2022). Aligning strategic position, behavior, and structure for smart service businesses in manufacturing. <i>Technological Forecasting and Social Change</i>, Article 121329. <a href=\"https://doi.org/10.1016/j.techfore.2021.121329\">https://doi.org/10.1016/j.techfore.2021.121329</a>","ieee":"C. Koldewey <i>et al.</i>, “Aligning strategic position, behavior, and structure for smart service businesses in manufacturing,” <i>Technological Forecasting and Social Change</i>, Art. no. 121329, 2022, doi: <a href=\"https://doi.org/10.1016/j.techfore.2021.121329\">10.1016/j.techfore.2021.121329</a>.","chicago":"Koldewey, Christian, Anja Rasor, Jannik Reinhold, Jürgen Gausemeier, Roman Dumitrescu, Nadia Chohan, and Maximilian Frank. “Aligning Strategic Position, Behavior, and Structure for Smart Service Businesses in Manufacturing.” <i>Technological Forecasting and Social Change</i>, 2022. <a href=\"https://doi.org/10.1016/j.techfore.2021.121329\">https://doi.org/10.1016/j.techfore.2021.121329</a>.","short":"C. Koldewey, A. Rasor, J. Reinhold, J. Gausemeier, R. Dumitrescu, N. Chohan, M. 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(2022). Systematics for the individual assessment of augmented reality potentials to support product validation. <i>Proceedings of NordDesign 2022</i>. <a href=\"https://doi.org/10.35199/norddesign2022.12\">https://doi.org/10.35199/norddesign2022.12</a>","ieee":"D. Eckertz, H. Anacker, and R. Dumitrescu, “Systematics for the individual assessment of augmented reality potentials to support product validation,” 2022, doi: <a href=\"https://doi.org/10.35199/norddesign2022.12\">10.35199/norddesign2022.12</a>.","chicago":"Eckertz, Daniel, Harald Anacker, and Roman Dumitrescu. “Systematics for the Individual Assessment of Augmented Reality Potentials to Support Product Validation.” In <i>Proceedings of NordDesign 2022</i>. The Design Society, 2022. <a href=\"https://doi.org/10.35199/norddesign2022.12\">https://doi.org/10.35199/norddesign2022.12</a>.","short":"D. Eckertz, H. Anacker, R. 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The Design Society; 2022. doi:<a href=\"https://doi.org/10.35199/norddesign2022.12\">10.35199/norddesign2022.12</a>","bibtex":"@inproceedings{Eckertz_Anacker_Dumitrescu_2022, title={Systematics for the individual assessment of augmented reality potentials to support product validation}, DOI={<a href=\"https://doi.org/10.35199/norddesign2022.12\">10.35199/norddesign2022.12</a>}, booktitle={Proceedings of NordDesign 2022}, publisher={The Design Society}, author={Eckertz, Daniel and Anacker, Harald and Dumitrescu, Roman}, year={2022} }"},"_id":"33557","publisher":"The Design Society","language":[{"iso":"eng"}],"user_id":"15782","doi":"10.35199/norddesign2022.12","status":"public","title":"Systematics for the individual assessment of augmented reality potentials to support product validation","year":"2022","author":[{"full_name":"Eckertz, Daniel","last_name":"Eckertz","first_name":"Daniel"},{"last_name":"Anacker","first_name":"Harald","full_name":"Anacker, Harald"},{"id":"16190","last_name":"Dumitrescu","first_name":"Roman","full_name":"Dumitrescu, Roman"}],"conference":{"start_date":"2022-08-16","end_date":"2022-08-18"},"publication_status":"published","date_updated":"2022-10-07T11:21:16Z"},{"user_id":"15782","language":[{"iso":"eng"}],"_id":"33558","publication_status":"accepted","date_updated":"2022-10-07T11:29:53Z","year":"2022","status":"public","title":"Implementation of Systems Engineering: A maturity-based approach","author":[{"first_name":"Daria","last_name":"Wilke","full_name":"Wilke, Daria"},{"first_name":"Stefan","last_name":"Pfeifer","full_name":"Pfeifer, Stefan"},{"full_name":"Heitmann, Rebecca ","first_name":"Rebecca ","last_name":"Heitmann"},{"last_name":"Anacker","first_name":"Harald ","full_name":"Anacker, Harald "},{"first_name":"Roman","last_name":"Dumitrescu","full_name":"Dumitrescu, Roman","id":"16190"},{"last_name":"Franke","first_name":"Volker ","full_name":"Franke, Volker "}],"conference":{"end_date":"2022-10-26","location":"Wien, Österreich","start_date":"2022-10-24","name":"8th IEEE International Symposium on Systems Engineering"},"type":"conference","department":[{"_id":"563"}],"date_created":"2022-10-07T11:29:48Z","publication":"Proceedings of the IEEE ISSE ","citation":{"bibtex":"@inproceedings{Wilke_Pfeifer_Heitmann_Anacker_Dumitrescu_Franke, title={Implementation of Systems Engineering: A maturity-based approach}, booktitle={Proceedings of the IEEE ISSE }, author={Wilke, Daria and Pfeifer, Stefan and Heitmann, Rebecca  and Anacker, Harald  and Dumitrescu, Roman and Franke, Volker } }","ama":"Wilke D, Pfeifer S, Heitmann R, Anacker H, Dumitrescu R, Franke V. Implementation of Systems Engineering: A maturity-based approach. In: <i>Proceedings of the IEEE ISSE </i>.","mla":"Wilke, Daria, et al. “Implementation of Systems Engineering: A Maturity-Based Approach.” <i>Proceedings of the IEEE ISSE </i>.","short":"D. Wilke, S. Pfeifer, R. Heitmann, H. Anacker, R. Dumitrescu, V. Franke, in: Proceedings of the IEEE ISSE , n.d.","chicago":"Wilke, Daria, Stefan Pfeifer, Rebecca  Heitmann, Harald  Anacker, Roman Dumitrescu, and Volker  Franke. “Implementation of Systems Engineering: A Maturity-Based Approach.” In <i>Proceedings of the IEEE ISSE </i>, n.d.","ieee":"D. Wilke, S. Pfeifer, R. Heitmann, H. Anacker, R. Dumitrescu, and V. Franke, “Implementation of Systems Engineering: A maturity-based approach,” presented at the 8th IEEE International Symposium on Systems Engineering, Wien, Österreich.","apa":"Wilke, D., Pfeifer, S., Heitmann, R., Anacker, H., Dumitrescu, R., &#38; Franke, V. (n.d.). Implementation of Systems Engineering: A maturity-based approach. <i>Proceedings of the IEEE ISSE </i>. 8th IEEE International Symposium on Systems Engineering, Wien, Österreich."}},{"abstract":[{"lang":"eng","text":"<jats:p>Im Rahmen dieser Studie wird der Status Quo des KI-Einsatzes in der industriellen Arbeitswelt in der Region OstWestfalenLippe erfasst und beschrieben. Dadurch wird eine Grundlage geschaffen, um eine zielführende Unterstützung der Gestaltung von durch Künstliche Intelligenz (KI) gestützter Arbeitsprozesse in Unternehmen zu ermöglichen, indem beispielsweise bedarfsbezogene Maßnahmen entwickelt und durchgeführt sowie weiterer Forschungsbedarf aufgezeigt wird.  Die Befragung wurde im Jahr 2021 von dem Kompetenzzentrum Arbeitswelt.Plus sowie dem Spitzencluster it’s OWL initiiert. Dabei sind drei Zielgruppen – Unternehmensleitung, Personalabteilung (HR) sowie Arbeitnehmer*innen – adressiert worden. Insgesamt nahmen 317 Personen aus 89 verschiedenen Unternehmen bzw. Organisationen an der Befragung teil – zu 38 % Unternehmer*innen, zu 13 % Personaler*innen und zu 49 % Arbeitnehmer*innen. Die meisten der Teilnehmenden stammten aus der Elektroindustrie, dem Maschinenbau sowie dem Informations- und Kommunikationstechnologie (IKT)-Sektor.  Die Befragungsergebnisse zeigen, dass sich die meisten Unternehmen in der Anfangsphase der KI-Nutzung befinden. Zwischen einzelnen Unternehmensbereichen und verschiedenen Branchen zeigen sich gewisse Unterschiede in der Nutzungsphase. Die Befragten stehen aktuell vor der Nutzung von vor allem teilautonomen KI-Systemen, die ausführende und analytische menschliche Tätigkeitenbeispielsweise durch Informationsbereitstellungen unterstützen. Wesentliche Ziele der KI-Nutzung sind die Effizienzsteigerung, Qualitätsverbesserung, Entscheidungsoptimierung sowie Unterstützung der Arbeitnehmer*innen. Allerdings werden in allen Unternehmen die fehlende Expertise sowie insgesamt die Komplexität des Themenfelds als Hinderungsgründe identifiziert.  In allen Unternehmen und allen Unternehmensbereichen werden hohe Auswirkungen durch KI erwartet. Auf die Arbeitsgestaltung werden insgesamt eher positive Auswirkungen erwartet. Die Befragten schätzen die Bedeutung von KI, ihre Aufgeschlossenheit sowie ihr Vertrauen gegenüber KI als insgesamt hoch ein, ihr Verständnis von KI dagegen eher als gering. Tendenziell zeigt sich eine große Diskrepanz zwischen Selbst- und Fremdbild mit einer teils deutlich negativeren Wahrnehmung anderer. Die Befragten erwarten außerdem steigende Kompetenzanforderungen sowie einen hohen Weiterbildungsbedarf, insbesondere bezüglich des grundlegenden Verständnisses über KI. In den wenigsten Unternehmen existiert jedoch ein gezieltes Weiterbildungsangebot.  Die Erkenntnisse aus der Befragung fließen im Rahmen des Kompetenzzentrums Arbeitswelt.Plus in die gezielte Gestaltung und Einführung KI-gestützter Arbeitsformen sowie bedarfsgerechter Unterstützungsangebote ein. Die hohe Komplexität der KI-Einführung sowie die sowohl technischen als auch mitarbeiterbezogenen Herausforderungen verdeutlichen den Bedarf für eine soziotechnische Perspektive und ein systematisches Vorgehen bei der Gestaltung dieses vielschichtigen Themenfelds.</jats:p>"}],"citation":{"ama":"Papenkordt J, Gabriel S, Thommes K, Dumitrescu R. <i>Künstliche Intelligenz in Der Industriellen Arbeitswelt - Studie Zum Status Quo in Der Region OstWestfalenLippe</i>. Kompetenzzentrum Arbeitswelt.Plus; 2022. doi:<a href=\"https://doi.org/10.55594/tmao3234\">10.55594/tmao3234</a>","bibtex":"@book{Papenkordt_Gabriel_Thommes_Dumitrescu_2022, title={Künstliche Intelligenz in der industriellen Arbeitswelt - Studie zum Status Quo in der Region OstWestfalenLippe}, DOI={<a href=\"https://doi.org/10.55594/tmao3234\">10.55594/tmao3234</a>}, publisher={Kompetenzzentrum Arbeitswelt.Plus}, author={Papenkordt, Jörg and Gabriel, Stefan and Thommes, Kirsten and Dumitrescu, Roman}, year={2022} }","mla":"Papenkordt, Jörg, et al. <i>Künstliche Intelligenz in Der Industriellen Arbeitswelt - Studie Zum Status Quo in Der Region OstWestfalenLippe</i>. Kompetenzzentrum Arbeitswelt.Plus, 2022, doi:<a href=\"https://doi.org/10.55594/tmao3234\">10.55594/tmao3234</a>.","short":"J. Papenkordt, S. Gabriel, K. Thommes, R. Dumitrescu, Künstliche Intelligenz in Der Industriellen Arbeitswelt - Studie Zum Status Quo in Der Region OstWestfalenLippe, Kompetenzzentrum Arbeitswelt.Plus, 2022.","chicago":"Papenkordt, Jörg, Stefan Gabriel, Kirsten Thommes, and Roman Dumitrescu. <i>Künstliche Intelligenz in Der Industriellen Arbeitswelt - Studie Zum Status Quo in Der Region OstWestfalenLippe</i>. Kompetenzzentrum Arbeitswelt.Plus, 2022. <a href=\"https://doi.org/10.55594/tmao3234\">https://doi.org/10.55594/tmao3234</a>.","apa":"Papenkordt, J., Gabriel, S., Thommes, K., &#38; Dumitrescu, R. (2022). <i>Künstliche Intelligenz in der industriellen Arbeitswelt - Studie zum Status Quo in der Region OstWestfalenLippe</i>. Kompetenzzentrum Arbeitswelt.Plus. <a href=\"https://doi.org/10.55594/tmao3234\">https://doi.org/10.55594/tmao3234</a>","ieee":"J. Papenkordt, S. Gabriel, K. Thommes, and R. Dumitrescu, <i>Künstliche Intelligenz in der industriellen Arbeitswelt - Studie zum Status Quo in der Region OstWestfalenLippe</i>. Kompetenzzentrum Arbeitswelt.Plus, 2022."},"type":"report","department":[{"_id":"563"}],"date_created":"2022-10-12T11:22:01Z","publication_status":"published","date_updated":"2022-10-12T11:25:48Z","year":"2022","title":"Künstliche Intelligenz in der industriellen Arbeitswelt - Studie zum Status Quo in der Region OstWestfalenLippe","status":"public","author":[{"full_name":"Papenkordt, Jörg","first_name":"Jörg","last_name":"Papenkordt"},{"full_name":"Gabriel, Stefan","first_name":"Stefan","last_name":"Gabriel"},{"first_name":"Kirsten","last_name":"Thommes","full_name":"Thommes, Kirsten"},{"full_name":"Dumitrescu, Roman","first_name":"Roman","last_name":"Dumitrescu","id":"16190"}],"user_id":"15782","doi":"10.55594/tmao3234","_id":"33702","language":[{"iso":"eng"}],"publisher":"Kompetenzzentrum Arbeitswelt.Plus"},{"intvolume":"       117","publication_status":"published","date_updated":"2022-10-12T11:23:58Z","author":[{"full_name":"Kharatyan, Aschot","last_name":"Kharatyan","first_name":"Aschot"},{"first_name":"Lynn","last_name":"Humpert","full_name":"Humpert, Lynn"},{"last_name":"Anacker","first_name":"Harald","full_name":"Anacker, Harald"},{"id":"16190","first_name":"Roman","last_name":"Dumitrescu","full_name":"Dumitrescu, Roman"},{"first_name":"Moritz","last_name":"Wäschle","full_name":"Wäschle, Moritz"},{"last_name":"Albers","first_name":"Albert","full_name":"Albers, Albert"},{"full_name":"Horstmeyer, Sarah","last_name":"Horstmeyer","first_name":"Sarah"}],"publication_identifier":{"issn":["2511-0896","0947-0085"]},"title":"Künstliche Intelligenz im Engineering","year":"2022","alternative_title":["Menschorientiere Analyse von Potenzialen am Beispiel vom Sondermaschinenbau"],"doi":"10.1515/zwf-2022-1074","language":[{"iso":"eng"}],"abstract":[{"lang":"eng","text":"<jats:title>Abstract</jats:title>\r\n               <jats:p>Künstliche Intelligenz bietet großes Potenzial im Engineering. Der Einsatz gestattet insbesondere für Wissensarbeiter eine effiziente Arbeitsteilung, in der beispielsweise fehleranfällige und repetitive Aktivitäten unterstützt werden. Eine erfolgreiche Einführung bedarf einer vorangehenden Analyse von nutzenstiftenden Einsatzpotenzialen, bei der alle Anwendenden frühzeitig einbezogen werden. Der folgende Beitrag verdeutlicht dieses Vorgehen anhand eines realen Beispiels im Sondermaschinenbau.</jats:p>"}],"publication":"Zeitschrift für wirtschaftlichen Fabrikbetrieb","issue":"6","department":[{"_id":"563"}],"keyword":["Management Science and Operations Research","Strategy and Management","General Engineering"],"type":"journal_article","date_created":"2022-10-12T11:16:34Z","status":"public","volume":117,"user_id":"15782","publisher":"Walter de Gruyter GmbH","_id":"33701","page":"427-431","citation":{"short":"A. Kharatyan, L. Humpert, H. Anacker, R. Dumitrescu, M. Wäschle, A. Albers, S. Horstmeyer, Zeitschrift Für Wirtschaftlichen Fabrikbetrieb 117 (2022) 427–431.","chicago":"Kharatyan, Aschot, Lynn Humpert, Harald Anacker, Roman Dumitrescu, Moritz Wäschle, Albert Albers, and Sarah Horstmeyer. “Künstliche Intelligenz Im Engineering.” <i>Zeitschrift Für Wirtschaftlichen Fabrikbetrieb</i> 117, no. 6 (2022): 427–31. <a href=\"https://doi.org/10.1515/zwf-2022-1074\">https://doi.org/10.1515/zwf-2022-1074</a>.","apa":"Kharatyan, A., Humpert, L., Anacker, H., Dumitrescu, R., Wäschle, M., Albers, A., &#38; Horstmeyer, S. (2022). Künstliche Intelligenz im Engineering. <i>Zeitschrift Für Wirtschaftlichen Fabrikbetrieb</i>, <i>117</i>(6), 427–431. <a href=\"https://doi.org/10.1515/zwf-2022-1074\">https://doi.org/10.1515/zwf-2022-1074</a>","ieee":"A. Kharatyan <i>et al.</i>, “Künstliche Intelligenz im Engineering,” <i>Zeitschrift für wirtschaftlichen Fabrikbetrieb</i>, vol. 117, no. 6, pp. 427–431, 2022, doi: <a href=\"https://doi.org/10.1515/zwf-2022-1074\">10.1515/zwf-2022-1074</a>.","ama":"Kharatyan A, Humpert L, Anacker H, et al. Künstliche Intelligenz im Engineering. <i>Zeitschrift für wirtschaftlichen Fabrikbetrieb</i>. 2022;117(6):427-431. doi:<a href=\"https://doi.org/10.1515/zwf-2022-1074\">10.1515/zwf-2022-1074</a>","bibtex":"@article{Kharatyan_Humpert_Anacker_Dumitrescu_Wäschle_Albers_Horstmeyer_2022, title={Künstliche Intelligenz im Engineering}, volume={117}, DOI={<a href=\"https://doi.org/10.1515/zwf-2022-1074\">10.1515/zwf-2022-1074</a>}, number={6}, journal={Zeitschrift für wirtschaftlichen Fabrikbetrieb}, publisher={Walter de Gruyter GmbH}, author={Kharatyan, Aschot and Humpert, Lynn and Anacker, Harald and Dumitrescu, Roman and Wäschle, Moritz and Albers, Albert and Horstmeyer, Sarah}, year={2022}, pages={427–431} }","mla":"Kharatyan, Aschot, et al. “Künstliche Intelligenz Im Engineering.” <i>Zeitschrift Für Wirtschaftlichen Fabrikbetrieb</i>, vol. 117, no. 6, Walter de Gruyter GmbH, 2022, pp. 427–31, doi:<a href=\"https://doi.org/10.1515/zwf-2022-1074\">10.1515/zwf-2022-1074</a>."}},{"date_created":"2022-10-13T07:46:43Z","department":[{"_id":"563"}],"type":"journal_article","publication":"Proceedings of the Design Society","abstract":[{"text":"<jats:title>Abstract</jats:title><jats:p>The ongoing digitalization of products offers product managers new potentials to plan future product generations based on data from the use phase instead of assumptions. However, product managers often face difficulties in identifying promising opportunities for analyzing use phase data. In this paper, we propose a method for planning the analysis of use phase data in product planning. It leads product managers from the identification of promising investigation needs to the derivation of specific use cases. The application of the method is shown using the example of a manufacturing company.</jats:p>","lang":"eng"}],"language":[{"iso":"eng"}],"doi":"10.1017/pds.2022.77","publication_identifier":{"issn":["2732-527X"]},"author":[{"id":"77201","full_name":"Meyer, Maurice","last_name":"Meyer","orcid":"0000-0003-0606-7321","first_name":"Maurice"},{"full_name":"Wiederkehr, Ingrid","first_name":"Ingrid","last_name":"Wiederkehr","id":"38169"},{"full_name":"Koldewey, Christian","orcid":"https://orcid.org/0000-0001-7992-6399","first_name":"Christian","last_name":"Koldewey","id":"43136"},{"id":"16190","full_name":"Dumitrescu, Roman","first_name":"Roman","last_name":"Dumitrescu"}],"title":"Planning the Analysis of Use Phase Data in Product Planning","year":"2022","intvolume":"         2","publication_status":"published","date_updated":"2022-10-13T07:52:40Z","citation":{"mla":"Meyer, Maurice, et al. “Planning the Analysis of Use Phase Data in Product Planning.” <i>Proceedings of the Design Society</i>, vol. 2, Cambridge University Press (CUP), 2022, pp. 753–62, doi:<a href=\"https://doi.org/10.1017/pds.2022.77\">10.1017/pds.2022.77</a>.","bibtex":"@article{Meyer_Wiederkehr_Koldewey_Dumitrescu_2022, title={Planning the Analysis of Use Phase Data in Product Planning}, volume={2}, DOI={<a href=\"https://doi.org/10.1017/pds.2022.77\">10.1017/pds.2022.77</a>}, journal={Proceedings of the Design Society}, publisher={Cambridge University Press (CUP)}, author={Meyer, Maurice and Wiederkehr, Ingrid and Koldewey, Christian and Dumitrescu, Roman}, year={2022}, pages={753–762} }","ama":"Meyer M, Wiederkehr I, Koldewey C, Dumitrescu R. Planning the Analysis of Use Phase Data in Product Planning. <i>Proceedings of the Design Society</i>. 2022;2:753-762. doi:<a href=\"https://doi.org/10.1017/pds.2022.77\">10.1017/pds.2022.77</a>","ieee":"M. Meyer, I. Wiederkehr, C. Koldewey, and R. Dumitrescu, “Planning the Analysis of Use Phase Data in Product Planning,” <i>Proceedings of the Design Society</i>, vol. 2, pp. 753–762, 2022, doi: <a href=\"https://doi.org/10.1017/pds.2022.77\">10.1017/pds.2022.77</a>.","apa":"Meyer, M., Wiederkehr, I., Koldewey, C., &#38; Dumitrescu, R. (2022). Planning the Analysis of Use Phase Data in Product Planning. <i>Proceedings of the Design Society</i>, <i>2</i>, 753–762. <a href=\"https://doi.org/10.1017/pds.2022.77\">https://doi.org/10.1017/pds.2022.77</a>","short":"M. Meyer, I. Wiederkehr, C. Koldewey, R. Dumitrescu, Proceedings of the Design Society 2 (2022) 753–762.","chicago":"Meyer, Maurice, Ingrid Wiederkehr, Christian Koldewey, and Roman Dumitrescu. “Planning the Analysis of Use Phase Data in Product Planning.” <i>Proceedings of the Design Society</i> 2 (2022): 753–62. <a href=\"https://doi.org/10.1017/pds.2022.77\">https://doi.org/10.1017/pds.2022.77</a>."},"_id":"33705","publisher":"Cambridge University Press (CUP)","page":"753-762","volume":2,"user_id":"77201","status":"public"},{"abstract":[{"lang":"eng","text":"The megatrend digitalization turns mechatronic products into continuous collectors and generators of use phase data. By analyzing this data, manufacturers can uncover valuable insights about the products and the users. Especially in product planning, these insights could be used to plan promising future product generations. The systematic exploitation of data analytics results, however, represents a serious challenge, as research on the topic is still scarce. In this paper, we present 13 design principles for exploiting data analytics results in product planning. The results are based on a systematic literature review and a workshop with a research consortium. The evaluation of the design principles is demonstrated with a real case of a manufacturing company. The identified design principles represent a first contribution to a still scarcely explored research field."}],"citation":{"mla":"Meyer, Maurice, et al. “How Can Data Analytics Results Be Exploited in the Early Phase of Product Development? 13 Design Principles for Data-Driven Product Planning.” <i> AMCIS 2022 Proceedings</i>, 2022.","ama":"Meyer M, Fichtler T, Koldewey C, Dumitrescu R. How can Data Analytics Results be Exploited in the Early Phase of Product Development? 13 Design Principles for Data-Driven Product Planning. In: <i> AMCIS 2022 Proceedings</i>. ; 2022.","bibtex":"@inproceedings{Meyer_Fichtler_Koldewey_Dumitrescu_2022, place={Minneapolis}, title={How can Data Analytics Results be Exploited in the Early Phase of Product Development? 13 Design Principles for Data-Driven Product Planning}, booktitle={ AMCIS 2022 Proceedings}, author={Meyer, Maurice and Fichtler, Timm and Koldewey, Christian and Dumitrescu, Roman}, year={2022} }","apa":"Meyer, M., Fichtler, T., Koldewey, C., &#38; Dumitrescu, R. (2022). How can Data Analytics Results be Exploited in the Early Phase of Product Development? 13 Design Principles for Data-Driven Product Planning. <i> AMCIS 2022 Proceedings</i>. AMCIS 2022, Minneapolis.","ieee":"M. Meyer, T. Fichtler, C. Koldewey, and R. Dumitrescu, “How can Data Analytics Results be Exploited in the Early Phase of Product Development? 13 Design Principles for Data-Driven Product Planning,” presented at the AMCIS 2022, Minneapolis, 2022.","chicago":"Meyer, Maurice, Timm Fichtler, Christian Koldewey, and Roman Dumitrescu. “How Can Data Analytics Results Be Exploited in the Early Phase of Product Development? 13 Design Principles for Data-Driven Product Planning.” In <i> AMCIS 2022 Proceedings</i>. Minneapolis, 2022.","short":"M. Meyer, T. Fichtler, C. Koldewey, R. Dumitrescu, in:  AMCIS 2022 Proceedings, Minneapolis, 2022."},"publication":" AMCIS 2022 Proceedings","department":[{"_id":"563"}],"type":"conference","place":"Minneapolis","date_created":"2022-10-13T07:51:09Z","date_updated":"2022-10-13T07:51:15Z","publication_status":"published","conference":{"name":"AMCIS 2022","location":"Minneapolis"},"author":[{"full_name":"Meyer, Maurice","last_name":"Meyer","first_name":"Maurice","orcid":"0000-0003-0606-7321","id":"77201"},{"id":"66731","first_name":"Timm","last_name":"Fichtler","full_name":"Fichtler, Timm"},{"id":"43136","orcid":"https://orcid.org/0000-0001-7992-6399","last_name":"Koldewey","first_name":"Christian","full_name":"Koldewey, Christian"},{"id":"16190","first_name":"Roman","last_name":"Dumitrescu","full_name":"Dumitrescu, Roman"}],"title":"How can Data Analytics Results be Exploited in the Early Phase of Product Development? 13 Design Principles for Data-Driven Product Planning","year":"2022","status":"public","user_id":"77201","_id":"33708","language":[{"iso":"eng"}]},{"publication":"Procedia CIRP","date_created":"2022-10-13T07:48:02Z","department":[{"_id":"563"}],"type":"journal_article","keyword":["General Medicine"],"author":[{"first_name":"Maurice","orcid":"0000-0003-0606-7321","last_name":"Meyer","full_name":"Meyer, Maurice","id":"77201"},{"id":"72658","full_name":"Panzner, Melina","first_name":"Melina","last_name":"Panzner"},{"first_name":"Christian","last_name":"Koldewey","orcid":"https://orcid.org/0000-0001-7992-6399","full_name":"Koldewey, Christian","id":"43136"},{"id":"16190","first_name":"Roman","last_name":"Dumitrescu","full_name":"Dumitrescu, Roman"}],"publication_identifier":{"issn":["2212-8271"]},"title":"17 Use Cases for Analyzing Use Phase Data in Product Planning of Manufacturing Companies","year":"2022","intvolume":"       107","publication_status":"published","date_updated":"2022-10-13T07:53:45Z","language":[{"iso":"eng"}],"doi":"10.1016/j.procir.2022.05.107","citation":{"chicago":"Meyer, Maurice, Melina Panzner, Christian Koldewey, and Roman Dumitrescu. “17 Use Cases for Analyzing Use Phase Data in Product Planning of Manufacturing Companies.” <i>Procedia CIRP</i> 107 (2022): 1053–58. <a href=\"https://doi.org/10.1016/j.procir.2022.05.107\">https://doi.org/10.1016/j.procir.2022.05.107</a>.","short":"M. Meyer, M. Panzner, C. Koldewey, R. Dumitrescu, Procedia CIRP 107 (2022) 1053–1058.","apa":"Meyer, M., Panzner, M., Koldewey, C., &#38; Dumitrescu, R. (2022). 17 Use Cases for Analyzing Use Phase Data in Product Planning of Manufacturing Companies. <i>Procedia CIRP</i>, <i>107</i>, 1053–1058. <a href=\"https://doi.org/10.1016/j.procir.2022.05.107\">https://doi.org/10.1016/j.procir.2022.05.107</a>","ieee":"M. Meyer, M. Panzner, C. Koldewey, and R. Dumitrescu, “17 Use Cases for Analyzing Use Phase Data in Product Planning of Manufacturing Companies,” <i>Procedia CIRP</i>, vol. 107, pp. 1053–1058, 2022, doi: <a href=\"https://doi.org/10.1016/j.procir.2022.05.107\">10.1016/j.procir.2022.05.107</a>.","ama":"Meyer M, Panzner M, Koldewey C, Dumitrescu R. 17 Use Cases for Analyzing Use Phase Data in Product Planning of Manufacturing Companies. <i>Procedia CIRP</i>. 2022;107:1053-1058. doi:<a href=\"https://doi.org/10.1016/j.procir.2022.05.107\">10.1016/j.procir.2022.05.107</a>","bibtex":"@article{Meyer_Panzner_Koldewey_Dumitrescu_2022, title={17 Use Cases for Analyzing Use Phase Data in Product Planning of Manufacturing Companies}, volume={107}, DOI={<a href=\"https://doi.org/10.1016/j.procir.2022.05.107\">10.1016/j.procir.2022.05.107</a>}, journal={Procedia CIRP}, publisher={Elsevier BV}, author={Meyer, Maurice and Panzner, Melina and Koldewey, Christian and Dumitrescu, Roman}, year={2022}, pages={1053–1058} }","mla":"Meyer, Maurice, et al. “17 Use Cases for Analyzing Use Phase Data in Product Planning of Manufacturing Companies.” <i>Procedia CIRP</i>, vol. 107, Elsevier BV, 2022, pp. 1053–58, doi:<a href=\"https://doi.org/10.1016/j.procir.2022.05.107\">10.1016/j.procir.2022.05.107</a>."},"status":"public","_id":"33707","publisher":"Elsevier BV","page":"1053-1058","volume":107,"user_id":"77201"}]