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20192026
most citedParabolic PDE-constrained optimal control under uncertainty with entropic risk measure using quasi-Monte Carlo integration

15 citations · 26 across the 14 of their papers we have counts for

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math.OC2026

Dynamic output-feedback stabilization of uncertain linear dynamics via digital twins

Philipp A. Guth, Karl Kunisch, Sergio S. Rodrigues +1

This work presents a digital twin framework for output-feedback stabilization and parameter identification in uncertain dynamical systems. A virtual model evolves in parallel with…

math.OC2026

Multilevel Stochastic Gradient Descent for Risk-Averse PDE-Constrained Optimization

Niklas Baumgarten, Philipp A. Guth, David Schneiderhan +1

We present recent advances in applying and analyzing multilevel stochastic gradient descent algorithms to risk-averse, three-dimensional PDE-constrained optimization problems. The…