Neur2RO: Neural two-stage robust optimization

J Dumouchelle, E Julien, J Kurtz… - The Twelfth International …, 2023 - openreview.net
Robust optimization provides a mathematical framework for modeling and solving decision-
making problems under worst-case uncertainty. This work addresses two-stage robust …

Neur2BiLO: Neural Bilevel Optimization

J Dumouchelle, E Julien, J Kurtz, EB Khalil - arxiv preprint arxiv …, 2024 - arxiv.org
Bilevel optimization deals with nested problems in which a leader takes the first decision to
minimize their objective function while accounting for a follower's best-response reaction …

A Quantile Neural Network Framework for Two-stage Stochastic Optimization

A Alcántara, C Ruiz, C Tsay - arxiv preprint arxiv:2403.11707, 2024 - arxiv.org
Two-stage stochastic programming is a popular framework for optimization under
uncertainty, where decision variables are split between first-stage decisions, and second …

Optimization over Trained Neural Networks: Taking a Relaxing Walk

J Tong, J Cai, T Serra - International Conference on the Integration of …, 2024 - Springer
Besides training, mathematical optimization is also used in deep learning to model and
solve formulations over trained neural networks for purposes such as verification …

Leveraging Neural Networks to Optimize Heliostat Field Aiming Strategies in Concentrating Solar Power Tower Plants

A Alcántara, P Diaz-Cachinero… - arxiv preprint arxiv …, 2024 - arxiv.org
Concentrating Solar Power Tower (CSPT) plants rely on heliostat fields to focus sunlight
onto a central receiver. Although simple aiming strategies, such as directing all heliostats to …

[PDF][PDF] Data-driven bicycle driving cycles via mixed-integer programming

J Skåntorpa, J Rolfesb, R Haraldssona… - Int. J. Sustain …, 2024 - researchgate.net
This paper addresses the urgent need for a standardized driving cycle for bicycles,
analogous to those used for motorized vehicles, to facilitate the comparison of energy …

[PDF][PDF] Selecting User Queries in Interactive Job Scheduling

J Varga, GR Raidl, T Rodemann - ac.tuwien.ac.at
When solving a job scheduling problem that involves humans, the times in which they are
available must be taken into account. For practical acceptance of a scheduling tool, it is …