Author

Aurya Javeed

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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

Preprint Aug 2026

Duality and Error for Predictively Oriented Inference

This work derives a finite-dimensional dual formulation of PrO inference that separates sampling fluctuation, approximation under a divergence budget, regularization, and numerical optimization error and uses an exactly solvable categorical example to show that predictive-risk convergence can imply convergence to a uni...

Aurya Javeed, D. Kouri, Teresa Portone et al. · 0 citations