Title :
Classification and regression tree-based adaptive damping control of inter-area oscillations using wide-area signals
Author :
Jing Ma ; Tong Wang ; Xiang Gao ; Shangxing Wang ; Zengping Wang
Author_Institution :
State Key Lab. of Alternate Electr. Power Syst. with Renewable Energy Sources, North China Electr. Power Univ., Beijing, China
Abstract :
An adaptive damping control scheme based on the classification and regression tree (CART) using wide-area signals is proposed. A family of robust multiple-input multiple-output controllers are designed offline and used in real-time after the current operating point is retrieved from phasor measurement unit (PMU) data with CART interpolation. When the power system is operating close to a previously set operating point, only the corresponding controller is active. When the power system is not close to any previously set operating point, a combined controller is formed. A 16-machine 68-bus system is used for simulation test. Thyristor controlled series compensation, static var compensator and energy storage device are used as actuators and the remote PMUs frequencies are employed as added inputs in the example control. Simulation results demonstrate good damping performance of the proposed control method against a wide range of changes in operating state.
Keywords :
MIMO systems; adaptive control; control system synthesis; damping; electric actuators; energy storage; interpolation; phasor measurement; power system control; regression analysis; robust control; static VAr compensators; thyristor applications; 16-machine 68-bus system; CART interpolation; actuator; adaptive damping control scheme; classification and regression tree interpolation; energy storage device; interarea oscillation; phasor measurement unit; power system; remote PMU; robust multiple-input multiple-output controller design; static VAr compensator; thyristor controlled series compensation; wide-area signal;
Journal_Title :
Generation, Transmission & Distribution, IET
DOI :
10.1049/iet-gtd.2013.0506