Neur2RO: Neural two-stage robust optimization
Robust optimization provides a mathematical framework for modeling and solving decision-
making problems under worst-case uncertainty. This work addresses two-stage robust …
making problems under worst-case uncertainty. This work addresses two-stage robust …
Neur2BiLO: Neural Bilevel Optimization
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 …
minimize their objective function while accounting for a follower's best-response reaction …
A Quantile Neural Network Framework for Two-stage Stochastic Optimization
Two-stage stochastic programming is a popular framework for optimization under
uncertainty, where decision variables are split between first-stage decisions, and second …
uncertainty, where decision variables are split between first-stage decisions, and second …
Optimization over Trained Neural Networks: Taking a Relaxing Walk
Besides training, mathematical optimization is also used in deep learning to model and
solve formulations over trained neural networks for purposes such as verification …
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
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 …
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 …
analogous to those used for motorized vehicles, to facilitate the comparison of energy …
[PDF][PDF] Selecting User Queries in Interactive Job Scheduling
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 …
available must be taken into account. For practical acceptance of a scheduling tool, it is …