2 papers
cs.LG2026
Knowledge-guided generative surrogate modeling for high-dimensional design optimization under scarce data
Bingran Wang, Seongha Jeong, Sebastiaan P. C. van Schie +3
Surrogate models are widely used in mechanical design and manufacturing process optimization, where high-fidelity computational models may be unavailable or prohibitively expensive…
math.NA2025
Weighted Proper Orthogonal Decomposition for High-Dimensional Optimization
Sebastiaan P. C. van Schie, Boris Kramer, John T. Hwang
While proper orthogonal decomposition (POD) is widely used for model reduction, its standard form does not take into account any parametric model structure. Extensions to POD have…