Machine learning accelerated real-time model predictive control for power systems

RR Hossain, R Kumar - IEEE/CAA Journal of Automatica Sinica, 2023 - ieeexplore.ieee.org
This paper presents a machine-learning-based speed-up strategy for real-time
implementation of model-predictive-control (MPC) in emergency voltage stabilization of …

A pricing-based game theoretic framework for distributed-MPC in voltage stabilization

RR Hossain, R Kumar - 2020 IEEE Power & Energy Society …, 2020 - ieeexplore.ieee.org
A pricing based game theoretic approach of distributed model predictive control (MPC),
suitable for controlling voltage instability in power systems, is devloped and presented. MPC …

MPC-Based realtime power system control with DNN-based prediction/sensitivity-estimation

RR Hossain, R Kumar - arXiv preprint arXiv:2106.02794, 2021 - arxiv.org
This paper presents a model predictive control (MPC)-based online real-time adaptive
control scheme for emergency voltage control in power systems. Despite tremendous …