An Uncertainty-Aware Data-Driven Predictive Controller for Hybrid Power Plants

M Desai, H Sharma, S Mukherjee… - arxiv preprint arxiv …, 2025‏ - arxiv.org
Given the advancements in data-driven modeling for complex engineering and scientific
applications, this work utilizes a data-driven predictive control method, namely subspace …

Combined Plant and Control Co-design via Solutions of Hamilton-Jacobi-Bellman Equation Based on Physics-informed Learning

K Nishimura, H Hoshino… - 2024 Joint 13th …, 2024‏ - ieeexplore.ieee.org
This paper addresses integrated design of engineering systems, where physical structure of
the plant and controller design are optimized simultaneously. To cope with uncertainties due …