access icon free Classification and regression tree-based adaptive damping control of inter-area oscillations using wide-area signals

An adaptive damping control scheme based on classification and regression tree (CART) using wide-area signals is proposed in this study. A family of robust controllers is designed off-line and are used in real-time after the corresponding operating point is retrieved from phasor measurement unit (PMU) data with CART interpolation. When the power system is operating precisely at a pre-selected operating point, only the corresponding controller is active. When the power system is not exactly at the operating point, a combined controller is formed for damping. A 68-bus, 16-generator system is used as a test system. A thyristor-controlled series capacitor, a static var compensator and an energy storage device are used as actuators, and remote PMUs frequencies as added inputs are employed as the example control. The simulation results demonstrate the effectiveness and robustness against the wider range of operating changes even without knowing precisely the model of disturbances that occurred in the dynamic system.

Inspec keywords: trees (mathematics); static VAr compensators; robust control; actuators; power generation control; phasor measurement; damping; interpolation; adaptive control; regression analysis; thyristor applications

Other keywords: actuators; CART interpolation; PMU data; phasor measurement unit data; robust controllers; power system; inter-area oscillations; regression tree; 68-bus system; static var compensator; dynamic system; energy storage device; wide-area signals; 16-generator system; classification; thyristor-controlled series capacitor; adaptive damping control

Subjects: Other topics in statistics; Power system control; Interpolation and function approximation (numerical analysis); Self-adjusting control systems; Combinatorial mathematics; Interpolation and function approximation (numerical analysis); Power convertors and power supplies to apparatus; Other topics in statistics; Power system measurement and metering; Control of electric power systems; Power system management, operation and economics; Combinatorial mathematics

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