Look-Ahead Reduced Order Model RoCoF Prediction Based on Data Analytics for Control Room Applications

The integration of sustainable energy is increasing the complexity of power system operation. Variable energy sources such as solar and wind power are more uncertain and dynamically complex, so stability and operational security is becoming challenging. This chapter describes the mathematical and computational complexity of future power systems real time operation that leads to the development of reduced-order models and faster than real time simulations. © The Author(s), under exclusive license to Springer Nature Singapore Pte Ltd. 2026.