MPI Kolloquiumsreihe: PD Dr. Michael Bortz, Adaptive strategies to explore Pareto frontiers in chemical process design
MPI Kolloquiumsreihe: PD Dr. Michael Bortz, Adaptive strategies to explore Pareto frontiers in chemical process design
- Datum: 22.08.2019
- Uhrzeit: 16:00 - 17:00
- Vortragende(r): PD Dr. Michael Bortz
- Fraunhofer-Institut für Techno- und Wirtschaftsmathematik
- Ort: Max-Planck-Institut Magdeburg
- Raum: Großer Seminarraum "Prigogine"
- Kontakt: sek-pcp@mpi-magdeburg.mpg.de
Das Max-Planck-Institut Magdeburg lädt Sie herzlich zu seiner öffentlichen Kolloquiumsreihe ein. Hochrangige WissenschaftlerInnen verschiedener Fachgebiete aus renommierten Forschungseinrichtungen aus Deutschland und weltweit präsentieren ihre Forschungsarbeit.
Process
design is a multicriteria optimization problem. The first part of this talk is
dedicated to a review of adaptive scalarization techniques and their
application in chemical process design in an industrial context. This will also
include the treatment of uncertainties in model parameters.
In the second part of the talk, the use of machine-learning techniques in order
to overcome typical challenges in nonlinear optimization will be discussed for
specific examples. Among these challenges are, for example, the choice of
suitable starting points, the description of feasible regions and the search
for globally Pareto optimal points. An adaptive exploration scheme is presented
and its potentials and limitations will be illustrated.