Found 5 results
Filters: Author is Boukouvala, Fani [Clear All Filters]
2022
W. Bradley, Kim, J., Kilwein, Z., Blakely, L., Eydenberg, M., Jalvin, J., Laird, C., and Boukouvala, F., “Perspectives on the Integration between First-Principles and Data-Driven Modeling”, Computers & Chemical Engineering, p. 107898, 2022.
2020
S. Hye Kim and Boukouvala, F., “Surrogate-based optimization for mixed-integer nonlinear problems”, Computers and Chemical Engineering, vol. 140, 2020.
S. Hye Kim and Boukouvala, F., “Surrogate-based optimization for mixed-integer nonlinear problems”, Computers & Chemical Engineering, vol. 140, p. 106847, 2020.
2019
S. Hye Kim and Boukouvala, F., “Machine learning-based surrogate modeling for data-driven optimization: a comparison of subset selection for regression techniques”, Optimization Letters, vol. 14, 2019.
G. Hüllen, Zhai, J., Kim, S. Hye, Sinha, A., Realff, M. J., and Boukouvala, F., “Managing Uncertainty in Data-Driven Simulation-Based Optimization”, Computers & Chemical Engineering, p. 106519, 2019.