DocumentCode :
2486987
Title :
Screening of load patterns and transmission planning alternatives using decision trees
Author :
Mukherjee, Srijib ; Wojszczyk, Bartosz
Author_Institution :
Quanta Technol., Raleigh
fYear :
2007
fDate :
19-24 Aug. 2007
Firstpage :
1
Lastpage :
4
Abstract :
The idea of using power system models in problem solving and decision analysis is really not new, and is certainly not tied to the use of computers. At some point, all of us have used a modeling approach to make a decision. A typical decision tree is used to identify a strategy most likely to reach a goal. This paper describes two methodologies for finding optimal solutions to budgeting and planning processes with the use of decision trees. The first methodology describes Load Patterns for building better load profiles for generators that may help a Plant Manager to optimally budget the operating costs of a generating unit. A second methodology shows a process of screening Transmission alternatives for identifying optimal solutions based on cost and network security. Decision Trees help make good decisions, but cannot guarantee that good outcomes will always occur as a result of those decisions. However, using a structured modeling approach to decision making should produce good outcomes more frequently than making decisions in a more haphazard manner.
Keywords :
data mining; decision trees; distributed decision making; telecommunication security; decision making; decision trees; load patterns; network security; structured modeling approach; transmission planning alternatives; Cost function; Decision making; Decision trees; Load flow; Power system analysis computing; Power system dynamics; Power system modeling; Power system planning; Power system reliability; Power transmission lines;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Bulk Power System Dynamics and Control - VII. Revitalizing Operational Reliability, 2007 iREP Symposium
Conference_Location :
Charleston, SC
Print_ISBN :
978-1-4244-1519-9
Electronic_ISBN :
978-1-4244-1519-9
Type :
conf
DOI :
10.1109/IREP.2007.4410537
Filename :
4410537
Link To Document :
بازگشت