학술논문

Support vector machine approach for the switching transient peak overvoltages during line energization
Document Type
Conference
Source
2005 IEEE Power Engineering Society Inaugural Conference and Exposition in Africa Power Engineering Society Inaugural Conference and Exposition in Africa, 2005 IEEE. :180-186 2005
Subject
Power, Energy and Industry Applications
Components, Circuits, Devices and Systems
Engineered Materials, Dielectrics and Plasmas
Robotics and Control Systems
Communication, Networking and Broadcast Technologies
Support vector machines
Surges
Power system transients
Power system restoration
Power system planning
Power transmission lines
Power system simulation
Support vector machine classification
Degradation
EMTP
Language
Abstract
At the time of restoration transmission line switching is one of the major causes, which creates transient overvoltages. Though detailed electro magnetic transient studies are carried out extensively for the planning and design of transmission systems, such studies are not common in a day-today operation of power systems. However it is important for the operator to ensure during restoration of supply that peak overvoltages resulting from the switching operations are well within safe limits. This paper presents a support vector machine approach to classify the various cases of line energization in the category of safe or unsafe based upon the peak value of overvoltage at the receiving end of line. Operator can define the threshold value of voltage to assign the data pattern in either of the class. For illustration of proposed approach the power system used for switching transient peak overvoltages tests is a 400 kV equivalent system of an Indian southern grid