Title :
Knowledge discovery in database from substation for decision support
Author :
Thomas, Mini S. ; Nisar, Amira
Abstract :
Intelligent electronic devices (IEDs) installed at the bay level in the substation are capable of providing certain control functions to the process level as well as store the useful information regarding the events occurring there. The amount of operational data collected by IEDs is generally beyond immediate requirements and far more than the human capability to analyse and interpret the information. The information stored needs to be fetched beforehand and presented to the users who can make best use of it for several other applications like control & protection, maintenance, planning and expansion of the power system. There is a need to reduce the database presented to the operator to analyse the particular fault situation and take decisions. Thus, there is need of the knowledge discovery system to extract important facts from such information or database so as to optimize the system for more efficient operation. The technique of knowledge extraction enhances the functionality of substation automation. In this paper an attempt has been made to extract useful information from the database collected from a 132/11kv distribution network and provide a decision support tool to enhance substation automation (SA) functionality of the system.
Keywords :
data mining; database management systems; decision support systems; microcontrollers; power distribution faults; substation automation; IED; database; decision support tool; distribution network; intelligent electronic device; knowledge discovery; substation automation; substation fault; voltage 11 kV; voltage 132 kV; Circuit faults; Classification algorithms; Data mining; Databases; Rough sets; Substations; Training data; Intelligent Electronic Devices; Knowledge Discovery in Database (KDD); Rough Set Theory (RST); Substation Automation;
Conference_Titel :
Power Electronics, Drives and Energy Systems (PEDES) & 2010 Power India, 2010 Joint International Conference on
Conference_Location :
New Delhi
Print_ISBN :
978-1-4244-7782-1
DOI :
10.1109/PEDES.2010.5712419