Real-time parameter inference in reduced-order flame models with heteroscedastic Bayesian neural network ensembles

Ushnish Sengupta, Maximilian L. Croci, Matthew P. Juniper

The estimation of model parameters with uncertainties from observed data is a ubiquitous inverse problem in science and engineering. In this paper, we suggest an inexpensive and ea…