- Implementation of physics constraints into neural networks
- Proper orthogonal decomposition for reduction of partial differential equation systems
- Optimal control algorithms
# neural networks
# advanced control
# physical modeling
- Implementation of Orthogonal Collocation and Galerkin Method on finite Elements
- Approximation of non-linear differential equation systems
- Modeling of Diffusion and Reaction for Ethylene Oxide synthesis
# reaction engineering
# numerics
# simulation
- Development of an Aspen API for the BO toolkit bofire [GitHub]
- Multi-objective optimization of a digital twin of a heat pump in Aspen Plus
# Aspen Plus
# black box optimization
- Addition of an Active Learning Algorithm to the BO toolkit bofire [GitHub]
- Automation of reactor simulation and design of experiments
# bayesian optimization
# DOE
- Development of the piping & instrumentation diagram
- Design of the reactor cycle
- Weekly presentations and reports with great visual and informational demand in a team of ten
# process design
# powerpoint
# project sprint
- Comparison of rate-expression-based and model-based parameter fitting
- Modeling of a steady-state Berty reactor
- Application of interior point optimization
# reaction engineering
# kinetics
- Convolutional neural networks for image classification
- Hyperparameter tuning using Bayesian optimization
# CNNs
# image recognition
