Flexible development and evaluation of machine‐learning‐supported optimal control and estimation methods via HILO‐MPC J Pohlodek, B Morabito, C Schlauch, P Zometa, R Findeisen International Journal of Robust and Nonlinear Control, 2022 | 15 | 2022 |
Toward a modeling, optimization, and predictive control framework for fed‐batch metabolic cybergenetics S Espinel‐Ríos, B Morabito, J Pohlodek, K Bettenbrock, S Klamt, ... Biotechnology and Bioengineering 121 (1), 366-379, 2024 | 8 | 2024 |
Efficient and Simple Gaussian Process Supported Stochastic Model Predictive Control for Bioreactors using HILO-MPC B Morabito, J Pohlodek, L Kranert, S Espinel-Ríos, R Findeisen IFAC-PapersOnLine 55 (7), 922-927, 2022 | 8 | 2022 |
Towards Risk-aware Machine Learning Supported Model Predictive Control and Open-loop Optimization for Repetitive Processes B Morabito, J Pohlodek, J Matschek, A Savchenko, L Carius, R Findeisen IFAC-PapersOnLine 54 (6), 321-328, 2021 | 7 | 2021 |
Optimal control and dynamic modulation of the ATPase gene expression for enforced ATP wasting in batch fermentations S Espinel-Ríos, B Morabito, J Pohlodek, K Bettenbrock, S Klamt, ... IFAC-PapersOnLine 55 (7), 174-180, 2022 | 6 | 2022 |
Model-based State Estimation Based on Hybrid Cybernetic Models L Carius, J Pohlodek, B Morabito, A Franz, M Mangold, R Findeisen, ... IFAC-PapersOnLine 51 (18), 197-202, 2018 | 6 | 2018 |
Stochastic Model Predictive Control Utilizing Bayesian Neural Networks J Pohlodek, H Alsmeier, B Morabito, C Schlauch, A Savchenko, ... 2023 American Control Conference (ACC), 603-608, 2023 | 3 | 2023 |
Experimentally implemented dynamic optogenetic optimization of ATPase expression using knowledge-based and Gaussian-process-supported models S Espinel-Ríos, G Behrendt, J Bauer, B Morabito, J Pohlodek, A Schütze, ... Process Biochemistry 143, 174-185, 2024 | 1 | 2024 |
Learning Model Predictive Control Parameters via Bayesian Optimization for Battery Fast Charging S Hirt, A Höhl, J Schaeffer, J Pohlodek, RD Braatz, R Findeisen arXiv preprint arXiv:2404.06125, 2024 | 1 | 2024 |
Step experiments enable efficient exploration of microbial microaerobic steady states L Kranert, J Pohlodek, S Duvigneau, A Rose, L Carius, A Kienle, ... Authorea Preprints, 2023 | | 2023 |
Data-driven Metabolic Network Reduction for Multiple Modes Considering Uncertain Measurements J Pohlodek, A Rose, B Morabito, L Carius, R Findeisen IFAC-PapersOnLine 53 (2), 16866-16871, 2020 | | 2020 |