Abstract: For linear discrete time-invariant systems with deterministic observations and random observations, the optimal reduced-order filtering problem is studied. Some of the state components can ...

Abstract: This paper proposes a novel adaptive fast variational sparse Gaussian process (AFVSGP) framework to ensure real-time safety for high-order systems under model uncertainties and dynamic ...