Authors
Alexander Hagg, Alexander Asteroth, Thomas Bäck
Publication date
2018
Conference
Parallel Problem Solving from Nature–PPSN XV: 15th International Conference, Coimbra, Portugal, September 8–12, 2018, Proceedings, Part I 15
Pages
500-511
Publisher
Springer International Publishing
Description
An iterative computer-aided ideation procedure is introduced, building on recent quality-diversity algorithms, which search for diverse as well as high-performing solutions. Dimensionality reduction is used to define a similarity space, in which solutions are clustered into classes. These classes are represented by prototypes, which are presented to the user for selection. In the next iteration, quality-diversity focuses on searching within the selected class. A quantitative analysis is performed on a 2D airfoil, and a more complex 3D side view mirror domain shows how computer-aided ideation can help to enhance engineers’ intuition while allowing their design decisions to influence the design process.
Total citations
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Scholar articles
A Hagg, A Asteroth, T Bäck - Parallel Problem Solving from Nature–PPSN XV: 15th …, 2018