Data‐driven flow‐map models for data‐efficient discovery of dynamics and fast uncertainty quantification of biological and biochemical systems - Makrygiorgos, Georgios; Berliner, Aaron J.; Shi, Fengzhe; Clark, Douglas S.; Arkin, Adam P.; Mesbah, Ali (Biotechnology and bioengineering, 2023)
Keywords: Algorithms; Biochemistry; Biological computing; Bioreactors; Computer applications; Design optimization; Differential equations; discovery of nonlinear dynamics; Dynamical systems; Flow mapping; flow‐map decomposition; Learning; Mathematical models; Microorganisms; Models, Biological; Nonlinear Dynamics; polynomial chaos Kriging; Polynomials; probabilistic surrogate modeling; System dynamics; Uncertainty; uncertainty quantification; uncertainty quantification; probabilistic surrogate modeling; discovery of nonlinear dynamics; polynomial chaos Kriging; flow-map decomposition