Title :
Power System Stability Control for a Wind Farm Based on Adaptive Dynamic Programming
Author :
Yufei Tang ; Haibo He ; Jinyu Wen ; Ju Liu
Author_Institution :
Dept. of Electr., Comput. & Biomed. Eng., Univ. of Rhode Island, Kingston, RI, USA
Abstract :
In this paper, a goal representation heuristic dynamic programming (GrHDP) based controller is developed for the doubly-fed induction generator based wind farm to improve the system transient stability under fault conditions. The proposed controller is based on adaptive dynamic programming (ADP) techniques to approximate the optimal control policy according to the interaction between the controller and the power plant. Compared to existing ADP approaches with one action network and one critic network, our GrHDP architecture introduces an additional network, i.e., the reference network, to form an internal goal/reward representation. This better mapping between the system state and the control action significantly improves the control performance. The effectiveness of the proposed approach is validated via two cases. The first case investigates a revised four-machine two-area system with high wind penetration and a static synchronous compensator. The second case is a practical size power system with wind farm in Liaoning Province in China. Detailed simulation analysis and comparative studies with traditional ADP approaches are presented to demonstrate the superior performance of our method.
Keywords :
asynchronous generators; dynamic programming; power system control; power system faults; power system transient stability; wind power plants; ADP techniques; China; GrHDP based controller; Liaoning Province; adaptive dynamic programming; doubly-fed induction generator; fault conditions; goal representation heuristic dynamic programming; power system stability control; static synchronous compensator; system transient stability; wind farm; wind penetration; Automatic voltage control; Power system stability; Reactive power; Rotors; Wind farms; Wind turbines; Computational intelligence (CI); doubly-fed induction generator (DFIG); goal representation heuristic dynamic programming (GrHDP); power system stability;
Journal_Title :
Smart Grid, IEEE Transactions on
DOI :
10.1109/TSG.2014.2346740