2024

Morabito, Bruno (2024)
Risk-aware and Robust Approaches for Machine Learning-supported Model Predictive Control for Iterative Processes.
Technische Universität Darmstadt
doi: 10.26083/tuprints-00026499
Dissertation, Erstveröffentlichung, Verlagsversion

Himmel, Andreas ; Matschek, Janine ; Kok (Louis), Rudolph ; Morabito, Bruno ; Nguyen, Hoang Hai ; Findeisen, Rolf
Hrsg.: Soroush, Masoud ; Braatz, Richard D. (2024)
Machine learning for control of (bio)chemical manufacturing systems.
In: Artificial Intelligence in Manufacturing - Concepts and Methods
doi: 10.1016/B978-0-323-99134-6.00009-8
Buchkapitel, Bibliographie

Espinel‐Ríos, Sebastián ; Morabito, Bruno ; Pohlodek, Johannes ; Bettenbrock, Katja ; Klamt, Steffen ; Findeisen, Rolf (2024)
Toward a modeling, optimization, and predictive control framework for fed‐batch metabolic cybergenetics.
In: Biotechnology and Bioengineering, 121 (1)
doi: 10.1002/bit.28575
Artikel, Bibliographie

Espinel-Ríos, Sebastián ; Behrendt, Gerrich ; Bauer, Jasmin ; Morabito, Bruno ; Pohlodek, Johannes ; Schütze, Andrea ; Findeisen, Rolf ; Bettenbrock, Katja ; Klamt, Steffen (2024)
Experimentally implemented dynamic optogenetic optimization of ATPase expression using knowledge-based and Gaussian-process-supported models.
In: Process Biochemistry, 143
doi: 10.1016/j.procbio.2024.04.032
Artikel, Bibliographie

2023

Pohlodek, Johannes ; Alsmeier, Hendrik ; Morabito, Bruno ; Schlauch, Christian ; Savchenko, Anton ; Findeisen, Rolf (2023)
Stochastic Model Predictive Control Utilizing Bayesian Neural Networks.
2023 American Control Conference. San Diego, USA (31.05.2023-02.06.2023)
doi: 10.23919/ACC55779.2023.10156115
Konferenzveröffentlichung, Bibliographie

2022

Morabito, Bruno ; Pohlodek, Johannes ; Kranert, Lena ; Espinel-Ríos, Sebastián ; Findeisen, Rolf (2022)
Efficient and Simple Gaussian Process Supported Stochastic Model Predictive Control for Bioreactors using HILO-MPC.
In: IFAC-PapersOnLine, 55 (7)
doi: 10.1016/j.ifacol.2022.07.562
Artikel, Bibliographie

Espinel-Ríos, Sebastián ; Morabito, Bruno ; Pohlodek, Johannes ; Bettenbrock, Katja ; Klamt, Steffen ; Findeisen, Rolf (2022)
Optimal control and dynamic modulation of the ATPase gene expression for enforced ATP wasting in batch fermentations.
In: IFAC-PapersOnLine, 55 (7)
doi: 10.1016/j.ifacol.2022.07.440
Artikel, Bibliographie

Espinel-Ríos, Sebastián ; Huber, Nicolas ; Alcalá-Orozco, Edgar Alberto ; Morabito, Bruno ; Rexer, Thomas F.T. ; Reichl, Udo ; Klamt, Steffen ; Findeisen, Rolf (2022)
Cell-free biosynthesis meets dynamic optimization and control: a fed-batch framework.
In: IFAC-PapersOnLine, 55 (23)
doi: 10.1016/j.ifacol.2023.01.021
Artikel, Bibliographie

Espinel-Ríos, Sebastián ; Morabito, Bruno ; Bettenbrock, Katja ; Klamt, Steffen ; Findeisen, Rolf (2022)
Soft sensor for monitoring dynamic changes in cell composition.
In: IFAC-PapersOnLine, 55 (23)
doi: 10.1016/j.ifacol.2023.01.022
Artikel, Bibliographie