Formulations and scalability of neural network surrogates in nonlinear optimization problems

Robert B. Parker, Oscar Dowson, Nicole LoGiudice +2

We compare full-space, reduced-space, and gray-box formulations for representing trained neural networks in nonlinear constrained optimization problems. We test these formulations…