A Meta-Review on Artificial Intelligence in Product Creation
Ruslan Bernijazov , Alexander Dicks , Roman Dumitrescu , Marc Foullois , Jonas Hanselle , Eyke Hüllermeier , Gökce Karakaya , Patrick Ködding , Volker Lohweg , Manuel Malatyali , Friedhelm Meyer auf der Heide , Melina Panzner and Christian Soltenborn,
Aug 2021
Product Creation (PC) refers to the process of planning and developing a product as well as related services from the initial idea until manufacturing and distribution. Throughout this process, there are numerous tasks that depend on human expertise and are typically undertaken by experienced practitioners. As the field of Artificial Intelligence (AI) continues to evolve and finds its way into the manufacturing sector, there exist many possibilities for an application of AI in order to assist in solving aforementioned tasks. In this work, we provide a comprehensive overview of the current state of the art of the use of AI in PC. In detail, we analyze 40 existing surveys on AI in PC and 94 case studies in order to find out which areas of PC are primarily addressed by current research in this field, how mature the discussed AI methods are, and to which extent data-centric approaches are utilized in current research.
| author | = | {Bernijazov, Ruslan and Dicks, Alexander and Dumitrescu, Roman and Foullois, Marc and Hanselle, Jonas 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}, |
| title | = | {A Meta-Review on Artificial Intelligence in Product Creation}, |
| booktitle | = | {Proceedings of the 30th International Joint Conference on Artificial Intelligence (IJCAI-21)}, |
| year | = | {2021}, |
| editor | = | {}, |
| volume | = | {}, |
| series | = | {}, |
| pages | = | {}, |
| address | = | {Montreal, Kanada}, |
| month | = | {Aug}, |
| organisation | = | {}, |
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| note | = | {}, |