1 citations · 1 across the 2 of their papers we have counts for
3 papers
Optimization with Region-Reduced ReLU Neural Networks
Christoph Plate, Caroline Ganzer, Mirko Hahn +5
Optimization of mathematical models involving integer decisions and neural networks with ReLU activation (ReLU ANNs) is a challenging task. Nevertheless, such models are an enablin…
Superstructure Optimization with Embedded Neural Networks for Sustainable Aviation Fuel Production
Alexander Klimek, Christoph Plate, Sebastian Sager +2
This study presents a multi-objective optimization framework for sustainable aviation fuel (SAF) production, integrating artificial neural networks (ANNs) within a mixed-integer qu…
An analysis of optimization problems involving ReLU neural networks
Christoph Plate, Mirko Hahn, Alexander Klimek +3
Solving mixed-integer optimization problems with embedded neural networks with ReLU activation functions is challenging. Big-M coefficients that arise in relaxing binary decisions…