On a stochastic fundamental lemma and its use for data-driven optimal control G Pan, R Ou, T Faulwasser IEEE Transactions on Automatic Control 65 (10), 5922-5937, 2022 | 61* | 2022 |
Behavioral theory for stochastic systems? A data-driven journey from Willems to Wiener and back again T Faulwasser, R Ou, G Pan, P Schmitz, K Worthmann Annual Reviews in Control 55, 92-117, 2023 | 48 | 2023 |
Toward data-driven predictive control of multi-energy distribution systems D Bilgic, A Koch, G Pan, T Faulwasser Electric Power Systems Research 212, 108311, 2022 | 27 | 2022 |
Towards data-driven stochastic predictive control G Pan, R Ou, T Faulwasser International Journal of Robust and Nonlinear Control, 2023 | 18 | 2023 |
Data-driven multiple shooting for stochastic optimal control R Ou, G Pan, T Faulwasser IEEE Control Systems Letters 7, 313-318, 2022 | 12 | 2022 |
Data-driven stochastic output-feedback predictive control: Recursive feasibility through interpolated initial conditions G Pan, R Ou, T Faulwasser Learning for Dynamics and Control Conference, 980-992, 2023 | 11 | 2023 |
Distributionally robust uncertainty quantification via data-driven stochastic optimal control G Pan, T Faulwasser IEEE Control Systems Letters 7, 3036-3041, 2023 | 10 | 2023 |
NMPC in active subspaces: Dimensionality reduction with recursive feasibility guarantees G Pan, T Faulwasser Automatica 147, 110708, 2023 | 7 | 2023 |
On modelling effects in the battery and thermal storage scheduling problem A Murray, T Schütz, G Pan, D Müller, V Hagenmeyer Journal of Building Performance Simulation 14 (1), 38-51, 2021 | 7 | 2021 |
On data-driven stochastic output-feedback predictive control G Pan, R Ou, T Faulwasser IEEE Transactions on Automatic Control, 2024 | 6 | 2024 |
Towards data-driven predictive control using wavelets KK Sathyanarayanan, G Pan, T Faulwasser IFAC-PapersOnLine 56 (2), 632-637, 2023 | 3 | 2023 |
First results on turnpike bounds for stabilizing horizons in NMPC G Pan, G Stomberg, A Engelmann, T Faulwasser IFAC-PapersOnLine 54 (6), 153-158, 2021 | 2 | 2021 |
Data-driven uncertainty propagation for stochastic predictive control of multi-energy systems MB Özmeteler, D Bilgic, G Pan, A Koch, T Faulwasser European Journal of Control, 101066, 2024 | 1 | 2024 |