Two-phase approaches to optimal model-based design of experiments: how many experiments and which ones?

no code implementations • 22 Jan 2021 • Charlie Vanaret, Philipp Seufert, Jan Schwientek, Gleb Karpov, Gleb Ryzhakov, Ivan Oseledets, Norbert Asprion, Michael Bortz

Model-based experimental design is attracting increasing attention in chemical process engineering.

Optimization and Control

An Adaptive Algorithm based on High-Dimensional Function Approximation to obtain Optimal Designs

no code implementations • 15 Jan 2021 • Philipp Seufert, Jan Schwientek, Michael Bortz

Based on the Kiefer-Wolfowitz Equivalence Theorem we present a novel design of experiments algorithm which computes optimal designs in a continuous design space.

Methodology Optimization and Control