This work presents a framework where the future state of microgrid frequency is predicted and corrective actions are optimized. Predictions are generated through Bayesian filters leveraging synchronized data acquired via PMUs. A detailed microgrid model, encompassing a variety of energy generation. Microgrid Frequency Stability: A Proactive Scheme Based on Dynamic Predictions. 2024 Conference on Innovative Smart Grid Technologies, North America (ISGT NA 2024), IEEE, Feb 2024, Washington, United States. hal-04471094 HAL is a multi-disciplinary open access archive for the deposit and. It is important to design an appropriate controller for a modern microgrid (MG) because of the increased complexity and uniqueness of the problems it faces. Real-time visibility into frequency, voltage, SoC headroom, and protection events is what keeps a minor disturbance from turning into a trip, a shed, or an outage. Microgrids aren't “small grids. ” They're fast-moving. As the complexity of microgrid systems, the randomness of load disturbances, and the data dimensionality increase, traditional load frequency control methods for microgrids are no longer capable of handling such highly complex and nonlinear control systems.