— The analysis of the EKF error sequence in [1] is expanded to the case with non-vanishing perturbations. The robust stability of NMPC and EKF pair is established. In addition, w...
Rui Huang, Sachin C. Patwardhan, Lorenz T. Biegler
Abstract. In contrast to the standard inductive inference setting of predictive machine learning, in real world learning problems often the test instances are already available at ...
Abstract— Artificial neural networks have proved an attractive approach to non-linear regression problems arising in environmental modelling, such as statistical downscaling, sh...
Gavin C. Cawley, Malcolm R. Haylock, Stephen R. Do...