This paper investigates a new class of modifier-adaptation schemes to overcome plant-model mismatch in real-time optimization uncertain processes. The main contribution lies the integration concepts from fields Bayesian and derivative-free optimization. proposed embed physical model rely on trust-region ideas minimize risk during exploration, while employing Gaussian process regression capture ...

Trains have a key role in transporting people and goods with the option of moving from source to destinations by passing through several stations, time-based features like date scheduling known arrival times, which makes time critical factor. The main challenge here, is ensure that train trip or schedules are not affected delayed any way during whole trip; giving control unit railway system, re...