Title :
Trajectory-Based Supplementary Damping Control for Power System Electromechanical Oscillations
Author :
Da Wang ; Glavic, Mevludin ; Wehenkel, L.
Author_Institution :
Dept. of Electr. Eng. & Comput. Sci., Univ. of Liege, Liege, Belgium
Abstract :
This paper considers a trajectory-based approach to determine control signals superimposed to those of existing controllers so as to enhance the damping of electromechanical oscillations. This approach is framed as a discrete-time, multi-step optimization problem which can be solved by model-based and/or by learning-based methods. This paper proposes to apply a model-free tree-based batch mode reinforcement learning (RL) algorithm to perform such a supplementary damping control based only on information collected from observed trajectories of the power system. This RL-based supplementary damping control scheme is first implemented on a single generator and then several possibilities are investigated for extending it to multiple generators. Simulations are carried out on a 16-generator medium-size power system model, where also possible benefits of combining this RL-based control with model predictive control (MPC) are assessed.
Keywords :
control engineering computing; damping; electromechanical effects; learning (artificial intelligence); oscillations; power system analysis computing; power system control; predictive control; trajectory control; MPC; RL-based supplementary damping control scheme; discrete-time optimization problem; learning-based method; medium-size power system model; model predictive control; model-free tree-based batch mode reinforcement learning algorithm; multistep optimization problem; power system electromechanical oscillations; trajectory-based supplementary damping control; Damping; Learning (artificial intelligence); Oscillators; Power system dynamics; Predictive control; Trajectory; Extremely randomized trees; model predictive control (MPC); reinforcement learning (RL); supplementary damping control;
Journal_Title :
Power Systems, IEEE Transactions on
DOI :
10.1109/TPWRS.2014.2314359