“The research team proposed a reactive power margin optimization method for doubly fed wind farm stations based on an improved near end strategy optimization algorithm. A mathematical model for reactive power margin optimization was established with doubly fed wind turbines and static reactive power generators as the main reactive power regulation devices, and transformed into a Markov decision process model. This provides a solution to the reactive power optimization problem in power systems considering source load uncertainty.”