Robustness to incorrect system models in stochastic control
… 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 …
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
… 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 …
control problems with respect to system models (ie, controlled transition kernels) and robustness …
Robustness to incorrect models in average-cost optimal stochastic control
… 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. …
an incorrectly estimated model … true model and an incorrect one, thus leading to robustness. …
Robustness to incorrect priors in partially observed stochastic control
… 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. …
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 …
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
… 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 …
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 …
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 …
… 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 …
before it fails. A common … 4.1 with respect to the (incorrect) nominal model . In particular, we ask …
Methods for robust control
… 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 …
Dynamic Stochastic General Equilibrium model and find that robustness has important …