Search Results - "Pohlodek, Johannes"

Flexible development and evaluation of machine‐learning‐supported optimal control and estimation methods via HILO‐MPC by Pohlodek, Johannes, Morabito, Bruno, Schlauch, Christian, Zometa, Pablo, Findeisen, Rolf

“…Abstract Model‐based optimization approaches for monitoring and control, such as model predictive control and optimal state and parameter estimation, have been…”
Get full text

Toward a modeling, optimization, and predictive control framework for fed‐batch metabolic cybergenetics by Espinel‐Ríos, Sebastián, Morabito, Bruno, Pohlodek, Johannes, Bettenbrock, Katja, Klamt, Steffen, Findeisen, Rolf

“…Biotechnology offers many opportunities for the sustainable manufacturing of valuable products. The toolbox to optimize bioprocesses includes extracellular…”
Get full text

Experimentally implemented dynamic optogenetic optimization of ATPase expression using knowledge-based and Gaussian-process-supported models by Espinel-Ríos, Sebastián, Behrendt, Gerrich, Bauer, Jasmin, Morabito, Bruno, Pohlodek, Johannes, Schütze, Andrea, Findeisen, Rolf, Bettenbrock, Katja, Klamt, Steffen

“…Optogenetic modulation of adenosine triphosphatase (ATPase) expression represents a novel approach to maximize bioprocess efficiency by leveraging enforced…”
Get full text

Safe Learning-Based Optimization of Model Predictive Control: Application to Battery Fast-Charging by Hirt, Sebastian, Höhl, Andreas, Pohlodek, Johannes, Schaeffer, Joachim, Pfefferkorn, Maik, Braatz, Richard D, Findeisen, Rolf

“…Model predictive control (MPC) is a powerful tool for controlling complex nonlinear systems under constraints, but often struggles with model uncertainties and…”
Get full text

Learning Model Predictive Control Parameters via Bayesian Optimization for Battery Fast Charging by Hirt, Sebastian, Höhl, Andreas, Schaeffer, Joachim, Pohlodek, Johannes, Braatz, Richard D, Findeisen, Rolf

“…Tuning parameters in model predictive control (MPC) presents significant challenges, particularly when there is a notable discrepancy between the controller's…”
Get full text

Flexible development and evaluation of machine-learning-supported optimal control and estimation methods via HILO-MPC by Pohlodek, Johannes, Morabito, Bruno, Schlauch, Christian, Zometa, Pablo, Findeisen, Rolf

“…Model-based optimization approaches for monitoring and control, such as model predictive control and optimal state and parameter estimation, have been used for…”
Get full text

Experimentally implemented dynamic optogenetic optimization of ATPase expression using knowledge-based and Gaussian-process-supported models by Espinel-Ríos, Sebastián, Behrendt, Gerrich, Bauer, Jasmin, Morabito, Bruno, Pohlodek, Johannes, Schütze, Andrea, Findeisen, Rolf, Bettenbrock, Katja, Klamt, Steffen

“…Optogenetic modulation of adenosine triphosphatase (ATPase) expression represents a novel approach to maximize bioprocess efficiency by leveraging enforced…”
Get full text

Towards a modeling, optimization and predictive control framework for fed-batch metabolic cybergenetics by Espinel-Ríos, Sebastián, Morabito, Bruno, Pohlodek, Johannes, Bettenbrock, Katja, Klamt, Steffen, Findeisen, Rolf

“…Biotechnology offers many opportunities for the sustainable manufacturing of valuable products. The toolbox to optimize bioprocesses includes…”
Get full text