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Author

Johannes Milz

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Conference

Sample Complexity of Risk-Neutral Optimal Control with Application to Vaccination Scheduling for Epidemic Control

The SEIR model is a widely used framework for simulating the spread of infectious diseases, and optimal control problems can be formulated to design effective intervention strategies, such as vaccination schedules. However, the SEIR model's parameters are often uncertain. To account for this, we model the parameters as...

Johannes Milz, Olena Melnikov · 0 citations
Preprint Jul 2026

Statistical Inference for Scenario-Based Dynamic Optimization under Uncertainty

Motivated by batch and semi-batch process operation, we study finite-horizon open-loop dynamic optimization problems with uncertain parameters. A common computational approach replaces the expected performance criterion by an average over finitely many sampled parameter realizations. We develop a statistical theory for...

Aurya Javeed, Johannes Milz · 0 citations

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