Abstract: This paper proposes a learning-based adaptive-scenario-tree model predictive control (MPC) approach with probabilistic safety guarantees using Bayesian neural networks (BNNs) for nonlinear ...

Abstract: The number of publicly available models is rapidly increasing, yet most remain undocumented. Users looking for suitable models for their tasks must first determine what each model does.