Predictive control of heating systems via Koopman operators

Integrating ML and uncertainty quantification for real-time decisions in digital twins

A narrative review examines how predictive modeling, machine learning, uncertainty quantification and decision-making are combined in engineering digital twins. It surveys decision architectures and methods addressing their limits across the decision loop, with attention to maintaining them during online operation.

Semantic interoperability in federated digital twins: a systematic review

Zonotope-Based Elastic Tube Model Predictive Control

arXiv:2509.19824v3 Announce Type: replace Abstract: Tube-based Model Predictive Control (MPC) is a widely adopted robust control framework for constrained linear systems under additive disturbance.