3 papers
math.OC2026
Robust Airfoil Design Optimization via a Bilevel Model-Based Methodology
Alpaslan Kurt, Dilara Buk, Yusuf Yazicioglu +3
We propose GLORO, a bilevel solution methodology for robust optimization involving expensive function evaluations. The methodology is carefully designed to achieve satisfactory opt…
cs.LG2026
Optimization with Dynamic Constraint Learning (DCL)
Ezgi Oztekin, Figen Oztoprak, S. Ilker Birbil
We propose Dynamic Constraint Learning (DCL), a data-driven framework for constrained optimization when constraint functions are unknown and cannot be queried during optimization.…
math.OC2026
A Noise Tolerant SQP Algorithm for Inequality Constrained Optimization
Figen Oztoprak, Richard Byrd
We propose a sequential quadratic programming (SQP) algorithm for inequality constrained optimization that is robust to the presence of bounded noise in function and derivative eva…