Probabilistic Numeric SMC Sampling for Bayesian Nonlinear System Identification in Continuous Time

Joe D. Longbottom, Max D. Champneys, Timothy J. Rogers

In engineering, accurately modeling nonlinear dynamic systems from data contaminated by noise is both essential and complex. Established Sequential Monte Carlo (SMC) methods, used…