Erik Gustafsson
Publications
2024
Investigating the Effects of Labeled Data on Parameterized Physics-Informed Neural Networks for Surrogate Modeling: Design Optimization for Drag Reduction over a Forward-Facing Step
Fluids, Vol. 9, Article 296
(Article in journal)
https://dx.doi.org/10.3390/fluids9120296
2022
Exploring Data-Driven Methods to Enhance Usability of Design Optimization
(Licentiate thesis, comprehensive summary)
https://dx.doi.org/10.3384/9789179292782
2021
Combinatorial Optimization of Pre-Formed Hose Assemblies
Proceedings of the ASME 2021 International Design Engineering Technical Conferences and Computers and Information in Engineering Conference (IDETC-CIE2021): Volume 3B: 47th Design Automation Conference (DAC), Article V03BT03A033
(Conference paper)
https://dx.doi.org/10.1115/DETC2021-71408
2020
Comparison of Design Automation and Machine Learning algorithms for creation of easily modifiable splines
Proceedings of NordDesign 2020, Lyngby, Denmark, 12th - 14th August 2020
(Conference paper)
https://dx.doi.org/10.35199/NORDDESIGN2020.55