Robustness to incorrect system models in stochastic control

AD Kara, S Yuksel - SIAM Journal on Control and Optimization, 2020 - SIAM
… mismatch between the assumed model and the actual model. Toward this … stochastic control
problems with respect to system models (ie, controlled transition kernels) and robustness of …

Robustness to incorrect system models in stochastic control and application to data-driven learning

AD Kara, S Yüksel - … IEEE Conference on Decision and Control …, 2018 - ieeexplore.ieee.org
… mismatch between the assumed model and the actual model. With this goal, … stochastic
control problems with respect to system models (ie, controlled transition kernels) and robustness

Robustness to incorrect models in average-cost optimal stochastic control

AD Kara, M Raginsky, S Yüksel - … on Decision and Control  …, 2019 - ieeexplore.ieee.org
… not sufficient to ensure robustness for averagecost problems. … a control policy designed for
an incorrectly estimated model … true model and an incorrect one, thus leading to robustness. …

Robustness to incorrect priors in partially observed stochastic control

AD Kara, S Yüksel - SIAM Journal on Control and Optimization, 2019 - SIAM
… We study the continuity properties of optimal solutions to stochastic control problems with …
the robustness of optimal control policies applied to systems with incomplete or incorrect priors. …

Robustness to incorrect priors and controlled filter stability in partially observed stochastic control

C McDonald, S Yüksel - SIAM Journal on Control and Optimization, 2022 - SIAM
controlled filter stability and its effects on the robustness properties of optimal control policies
designed for systems with incorrect … are applied to robust stochastic control problems: under …

Robustness to incorrect models and data-driven learning in average-cost optimal stochastic control

AD Kara, M Raginsky, S Yüksel - Automatica, 2022 - Elsevier
… above, we establish robustness and … incorrect models and a true model: we show that the
average optimal cost is continuous in the convergences of controlled transition kernel models

Robustness analysis of stochastic biochemical systems

M Česka, D Šafránek, S Dražan, L Brim - PloS one, 2014 - journals.plos.org
… of the concept of robustness to stochastic systems. The … system to preserve the inspected
functionality under parameter perturbation. We show how the robustness of stochastic systems

Origins of robust control: Early history and future speculations

MG Safonov - Annual Reviews in Control, 2012 - Elsevier
… of robust control designs to cope with incorrect uncertainty estimates are beginning to spur
… feedback control systems have implicitly sought robust designs. Robustness considerations …

Robust control of partially observable failing systems

MJ Kim - Operations Research, 2016 - pubsonline.informs.org
… Many stochastic control problems that arise in condition… time to repair or replace a system
before it fails. A common … 4.1 with respect to the (incorrect) nominal model . In particular, we ask …

Methods for robust control

R Dennis, K Leitemo, U Söderström - … of Economic Dynamics and Control, 2009 - Elsevier
… implications for the robust policy and the economy. We apply our methods to a New Keynesian
Dynamic Stochastic General Equilibrium model and find that robustness has important …