1 citations · 1 across the 3 of their papers we have counts for
4 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…
A neural recommender system leveraging transfer learning for property prediction of ionic liquids
Sahil Sethi, Kai Sundmacher, Caroline Ganzer
Ionic liquids (ILs) have emerged as versatile replacements for traditional solvents because their physicochemical properties can be precisely tailored to various applications. Howe…
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…