Data-Driven Flow-Map Models for Data-Efficient Discovery of Dynamics and Fast Uncertainty Quantification of Biological and Biochemical Systems
Georgios Makrygiorgos, Aaron J. Berliner, Fengzhe Shi, Douglas S. Clark, Adam P. Arkin, Ali Mesbah
This paper introduces data-driven flow-map models for efficiently discovering dynamics and quantifying uncertainty in biochemical systems using polynomial chaos Kriging.
Biotechnology and Bioengineering · Dec 1, 2022Peer-reviewedSystems Biology