@inproceedings{27093,
  author       = {{Henkenjohann, Mark and Joppen, Robert and Köchling, Daniel and von Enzberg, Sebastian and Kühn, Arno and Dumitrescu, Roman}},
  booktitle    = {{Procedia CIRP}},
  pages        = {{21--26}},
  publisher    = {{Elsevier}},
  title        = {{{Identification and specification of standard modules in production for a material flow simulation}}},
  volume       = {{99}},
  year         = {{2021}},
}

@inproceedings{27094,
  author       = {{Wiecher, Carsten and Greenyer, Joel and Wolff, Carsten and Anacker, Harald and Dumitrescu, Roman}},
  booktitle    = {{Requirements Engineering: Foundation for Software Quality, REFSQ 2021}},
  editor       = {{Dalpiaz, Fabiano and Spoletini, Paola}},
  location     = {{Essen}},
  publisher    = {{Springer Nature Switzerland AG}},
  title        = {{{Iterative and Scenario-Based Requirements Specification in a System of Systems Context}}},
  year         = {{2021}},
}

@inbook{27139,
  author       = {{Foullois, Marc and Kato-Beiderwieden, Anna-Lena and Mlekus, Lisa and Maier, Günter W. and Jenderny, Sascha and Röcker, Carsten and Dietz, Oliver and Pretzlaff, Matthias and Huxdorf, Oliver and von Dungern, Friedrich and Bräutigam, Dieter and Seifert, Lars and Dumitrescu, Roman}},
  booktitle    = {{Arbeit in der digitalisierten Welt - Praxisbeispiele und Gestaltungslösungen aus dem BMBF-Förderschwerpunkt}},
  editor       = {{Bauer, Wilhelm and Mütze-Niewöhner, Susanne and Stowasser, Sascha and Zanker, Claus and Müller, Nadine}},
  pages        = {{239--255}},
  publisher    = {{Springer Vieweg, Berlin, Heidelberg}},
  title        = {{{Arbeit 4.0 in der Produktentstehung mit IviPep}}},
  year         = {{2021}},
}

@inproceedings{27140,
  abstract     = {{Hardly any other area has as much disruptive potential as digital platforms in the course of digitalization. After serious changes have already taken place in the B2C sector with platforms such as Amazon and Airbnb, the B2B sector is on the threshold to the so-called platform economy. In mechanical engineering, pioneers like GE (PREDIX) and Claas (365FarmNet) are trying to get their hands on the act. This is hardly a promising option for small and medium-sized companies, as only a few large companies will survive. Small and medium-sized enterprises (SMEs) are already facing the threat of losing direct consumer contact and becoming exchangeable executers. In order to prevent this, it is important to anticipate at an early stage which strategic options exist for the future platform economy and which adjustments to the product program should already be initiated today. Basically, medium-sized companies in particular lack a strategy for an advantageous entry into the future platform economy. The paper presents different approaches to master the challenges of participating in the platform economy by using platform patterns. Platform patterns represent proven principles of already existing platforms. We show how we derived a catalogue with 37 identified platform patterns. The catalogue has a generic design and can be customized for a specific use case. The versatility of the catalogue is underlined by three possible applications: (1) platform ideation, (2) platform development, and (3) platform characterization.}},
  author       = {{Drewel, Marvin and Özcan, Leon and Gausemeier, Jürgen and Dumitrescu, Roman}},
  booktitle    = {{Journal of the Knowledge Economy}},
  editor       = {{Carayannis, Elias G. }},
  keywords     = {{Digitalization, Digital platforms, Platform economy, Multisided markets, B2B platforms}},
  pages        = {{519--543}},
  publisher    = {{Springer}},
  title        = {{{Platform Patterns - Using Proven Principles to Develop Digital Platforms}}},
  doi          = {{10.1007/s13132-021-00772-3}},
  volume       = {{Volume 12}},
  year         = {{2021}},
}

@inproceedings{27141,
  author       = {{Rasor, Rik and Göllner, Denis and Bernijazov, Ruslan and Kaiser, Lydia and Dumitrescu, Roman}},
  booktitle    = {{Procedia CIRP}},
  pages        = {{229--234}},
  publisher    = {{Elsevier}},
  title        = {{{Towards collaborative life cycle specification of digital twins in manufacturing value chains}}},
  volume       = {{98}},
  year         = {{2021}},
}

@inbook{27504,
  author       = {{Spath, Dieter and Gausemeier, Jürgen and Dumitrescu, Roman and Winter, Johannes and Steglich, Steffen and Drewel, Marvin}},
  booktitle    = {{ Handbook of Engineering Systems Design}},
  editor       = {{Maier, Anja and Oehmen, Josef and Vermaas, Pieter E.}},
  pages        = {{2--27}},
  publisher    = {{Springer, Cham}},
  title        = {{{Digitalisation of Society}}},
  year         = {{2021}},
}

@book{23458,
  author       = {{Dumitrescu, Roman and Albers, Albert and Gausemeier, Jürgen and Riedel, Oliver and Stark, Rainer}},
  publisher    = {{Fraunhofer-Institut für Entwurfstechnik Mechatronik IEM, Paderborn}},
  title        = {{{Engineering in Deutschland – Status quo in Wirtschaft und Wissenschaft. Ein Beitrag zum Advanced Systems Engineering}}},
  year         = {{2021}},
}

@inproceedings{23779,
  abstract     = {{Produktentstehung (PE) bezieht sich auf den Prozess der Planung und Entwicklung eines Produkts sowie der damit verbundenen Dienstleistungen von der ersten Idee bis zur Herstellung und zum Vertrieb. Während dieses Prozesses gibt es zahlreiche Aufgaben, die von menschlichem Fachwissen abhängen und typischerweise von erfahrenen Experten übernommen werden. Da sich das Feld der Künstlichen Intelligenz (KI) immer weiterentwickelt und seinen Weg in den Fertigungssektor findet, gibt es viele Möglichkeiten für eine Anwendung von KI, um bei der Lösung der oben genannten Aufgaben zu helfen. In diesem Paper geben wir einen umfassenden Überblick über den aktuellen Stand der Technik des Einsatzes von KI in der PE. 
Im Detail analysieren wir 40 bestehende Surveys zu KI in der PE und 94 Case Studies, um herauszufinden, welche Bereiche der PE von der aktuellen Forschung in diesem Bereich vorrangig adressiert werden, wie ausgereift die diskutierten KI-Methoden sind und inwieweit datenzentrierte Ansätze in der aktuellen Forschung genutzt werden.}},
  author       = {{Bernijazov, Ruslan and Dicks, Alexander and Dumitrescu, Roman and Foullois, Marc and Hanselle, Jonas Manuel and Hüllermeier, Eyke and Karakaya, Gökce and Ködding, Patrick and Lohweg, Volker and Malatyali, Manuel and Meyer auf der Heide, Friedhelm and Panzner, Melina and Soltenborn, Christian}},
  booktitle    = {{Proceedings of the 30th International Joint Conference on Artificial Intelligence (IJCAI-21)}},
  keywords     = {{Artificial Intelligence Product Creation Literature Review}},
  location     = {{Montreal, Kanada}},
  title        = {{{A Meta-Review on Artiﬁcial Intelligence in Product Creation}}},
  year         = {{2021}},
}

@inbook{22306,
  author       = {{Koldewey, Christian and Gausemeier, Jürgen and Dumitrescu, Roman and Evers, Hans-Heinrich and Frank, Maximilian and Reinhold, Jannik}},
  booktitle    = {{Digitalization}},
  editor       = {{Schallmo, Daniel R. and Tidd, Joseph}},
  pages        = {{205--237}},
  publisher    = {{Springer Nature}},
  title        = {{{Development Process for Smart Service Strategies: Grasping the Potentials of Digitalization for Servitization}}},
  doi          = {{https://doi.org/10.1007/978-3-030-69380-0_12#DOI}},
  year         = {{2021}},
}

@inproceedings{22307,
  author       = {{Eckertz, Daniel and Möller, Marus and Anacker, Harald and Dumitrescu, Roman}},
  booktitle    = {{ Proceedings of the International Conference on Information and Computer Technologies}},
  location     = {{Kahului, Hawaii, United States of America}},
  title        = {{{Digital Knowledge Base for Industrial Augmented Reality Systems Based on Semantic Technologies}}},
  year         = {{2021}},
}

@misc{27058,
  author       = {{Wiecher, Carsten and Fischbach, Jannik and Greenyer, Joel and Vogelsang, Andreas and Wolff, Carsten and Dumitrescu, Roman}},
  booktitle    = {{arXiv preprint}},
  title        = {{{Integrated and Iterative Requirements Analysis and Test Specification: A Case Study at Kostal}}},
  year         = {{2021}},
}

@inproceedings{21272,
  author       = {{Ködding, Patrick and Dumitrescu, Roman}},
  booktitle    = {{Digitalisisierung souverän gestalten}},
  editor       = {{Hartmann, Ernst A.}},
  pages        = {{pp. 59--73}},
  publisher    = {{Springer Vieweg}},
  title        = {{{Forschungsfelder für Künstliche Intelligenz in der strategischen Produktplanung}}},
  year         = {{2021}},
}

@proceedings{27519,
  editor       = {{Gausemeier, Jürgen and Bauer, Wilhelm and Dumitrescu, Roman}},
  publisher    = {{Heinz Nixdorf Institut, Universität Paderborn}},
  title        = {{{Vorausschau und Technologieplanung - 16. Symposium für Vorausschau und Technologieplanung}}},
  volume       = {{Band 400}},
  year         = {{2021}},
}

@article{37404,
  author       = {{Menzefricke, Jörn Steffen and Wiederkehr, Ingrid and Koldewey, Christian and Dumitrescu, Roman}},
  issn         = {{2212-8271}},
  journal      = {{Procedia CIRP}},
  keywords     = {{General Medicine}},
  pages        = {{241--246}},
  publisher    = {{Elsevier BV}},
  title        = {{{Maturity-based Development of Strategic Thrusts for Socio-technical Risks}}},
  doi          = {{10.1016/j.procir.2021.11.041}},
  volume       = {{104}},
  year         = {{2021}},
}

@article{19864,
  author       = {{Meyer, Maurice and Frank, Maximilian and Massmann, Melina and Dumitrescu, Roman}},
  journal      = {{Proceedings of The 11th International Multi-Conference on Complexity, Informatics and Cybernetics (IMCIC 2020)}},
  title        = {{{Research and Consulting in Data-Driven Strategic Product Planning}}},
  year         = {{2020}},
}

@article{19866,
  author       = {{Meyer, Maurice and Frank, Maximilian and Massmann, Melina and Dumitrescu, Roman}},
  journal      = {{Journal of Systemics, Cybernetics and Informatics}},
  number       = {{2}},
  pages        = {{55--61}},
  title        = {{{Research and Consulting in Data-Driven Strategic Product Planning}}},
  volume       = {{18}},
  year         = {{2020}},
}

@article{27096,
  author       = {{Koldewey, Christian and Meyer, Maurice and Stockbruegger, Patrick and Dumitrescu, Roman and Gausemeier, Jürgen}},
  journal      = {{Procedia CIRP (91)}},
  pages        = {{851--857}},
  title        = {{{Framework and Functionality Patterns for Smart Service Innovation}}},
  year         = {{2020}},
}

@article{21269,
  author       = {{Ködding, Patrick and Reinhold, Jannik and Scholtysik, Michel and Dumitrescu, Roman}},
  issn         = {{1690-4524}},
  journal      = {{Journal of Systemics, Cybernetics and Informatics}},
  number       = {{2}},
  pages        = {{pp. 14--19}},
  title        = {{{Consulting via Research in IMPRESS}}},
  volume       = {{18}},
  year         = {{2020}},
}

@article{21379,
  author       = {{Dumitrescu, Roman and Drewel, Marvin and Falkowski, Tommy}},
  journal      = {{ZWF, Zeitschrift für wirtschaftliche Fabrikplanung}},
  number       = {{1-2}},
  pages        = {{86 -- 90}},
  title        = {{{KI-Marktplatz: Das Ökosystem für Künstliche Intelligenz in der Produktentstehung}}},
  year         = {{2020}},
}

@inproceedings{21380,
  author       = {{Anacker, Harald and Dumitrescu, Roman and Kharatyan, Aschot and Lipsmeier, Andre}},
  booktitle    = {{Proceedings of the Design Society}},
  location     = {{Cavtat}},
  pages        = {{1195--1204}},
  title        = {{{Pattern based systems engineering – application of solution patterns in the design of intelligent technical systems}}},
  year         = {{2020}},
}

