Guanru Pan

17 papers Journal 16Unranked 1
YearRankTypeTitle / Venue / Authors
2025 J jnl
A Stochastic Fundamental Lemma with Reduced Disturbance Data Requirements.
CoRR
Ruchuan Ou, Guanru Pan, Timm Faulwasser
2025 J jnl
Concave Comparison Functions for Accelerating Constrained Lyapunov Decay.
CoRR
Shuyuan Fan, Guanru Pan, Herbert Werner
2025 J jnl
On Data-Driven Stochastic Output-Feedback Predictive Control.
IEEE Trans. Autom. Control.
Guanru Pan, Ruchuan Ou, Timm Faulwasser
2024 J jnl
Data-driven uncertainty propagation for stochastic predictive control of multi-energy systems.
Eur. J. Control
M. Batu Özmeteler, Deborah Bilgic, Guanru Pan, Alexander Koch, Timm Faulwasser
2023 J jnl
Behavioral theory for stochastic systems? A data-driven journey from Willems to Wiener and back again.
Annu. Rev. Control.
Timm Faulwasser, Ruchuan Ou, Guanru Pan, Philipp Schmitz, Karl Worthmann
2023 J jnl
Data-Driven Multiple Shooting for Stochastic Optimal Control.
IEEE Control. Syst. Lett.
Ruchuan Ou, Guanru Pan, Timm Faulwasser
2023 — conf
Data-driven Stochastic Output-Feedback Predictive Control: Recursive Feasibility through Interpolated Initial Conditions.
L4DC
Guanru Pan, Ruchuan Ou, Timm Faulwasser
2023 J jnl
Distributionally Robust Uncertainty Quantification via Data-Driven Stochastic Optimal Control.
IEEE Control. Syst. Lett.
Guanru Pan, Timm Faulwasser
2023 J jnl
Distributionally robust uncertainty quantification via data-driven stochastic optimal control.
CoRR
Guanru Pan, Timm Faulwasser
2023 J jnl
NMPC in active subspaces: Dimensionality reduction with recursive feasibility guarantees.
Autom.
Guanru Pan, Timm Faulwasser
2023 J jnl
On a Stochastic Fundamental Lemma and Its Use for Data-Driven Optimal Control.
IEEE Trans. Autom. Control.
Guanru Pan, Ruchuan Ou, Timm Faulwasser
2022 J jnl
Behavioral Theory for Stochastic Systems? A Data-driven Journey from Willems to Wiener and Back Again.
CoRR
Timm Faulwasser, Ruchuan Ou, Guanru Pan, Philipp Schmitz, Karl Worthmann
2022 J jnl
Data-driven Stochastic Output-Feedback Predictive Control: Recursive Feasibility through Interpolated Initial Conditions.
CoRR
Guanru Pan, Ruchuan Ou, Timm Faulwasser
2022 J jnl
NMPC in Active Subspaces: Dimensionality Reduction with Recursive Feasibility Guarantees.
CoRR
Guanru Pan, Timm Faulwasser
2022 J jnl
On Data-Driven Stochastic Output-Feedback Predictive Control.
CoRR
Guanru Pan, Ruchuan Ou, Timm Faulwasser
2022 J jnl
Towards data-driven stochastic predictive control.
CoRR
Guanru Pan, Ruchuan Ou, Timm Faulwasser
2021 J jnl
On a Stochastic Fundamental Lemma and Its Use for Data-Driven MPC.
CoRR
Guanru Pan, Ruchuan Ou, Timm Faulwasser