2 papers
math.OC2025
A Neural Network Framework for Discovering Closed-form Solutions to Quadratic Programs with Linear Constraints
Fuat Can Beylunioglu, P. Robert Duimering, Mehrdad Pirnia
Deep neural networks (DNNs) have been used to model complex optimization problems in many applications, yet have difficulty guaranteeing solution optimality and feasibility, despit…
math.OC2025
Partially-Supervised Neural Network Model For Quadratic Multiparametric Programming
Fuat Can Beylunioglu, Mehrdad Pirnia, P. Robert Duimering
Neural Networks (NN) with ReLU activation functions are used to model multiparametric quadratic optimization problems (mp-QP) in diverse engineering applications. Researchers have…