DocumentCode :
1759785
Title :
A Real-Time Constraint Management Approach Through Constraint Similarity and Pattern Recognition in Power System
Author :
Feili Yu ; Fang Tu
Author_Institution :
Amazon, Seattle, WA, USA
Volume :
4
Issue :
4
fYear :
2013
fDate :
Dec. 2013
Firstpage :
1743
Lastpage :
1750
Abstract :
In real-time energy market, Regional Transmission Organization (RTO) dispatchers meet the energy demand while respecting transmission security constraints using the least-cost security constrained economic dispatch program, called Unit Dispatch System (UDS). If the transmission violation detected by the Energy Management System (EMS) requires redispatch, system operator will transfer the transmission constraint information to UDS for resolution through a manual process. Dispatchers need to make an educated guess on constraint trends to support their manual redispatch process. However, as the number of constraints increases during peak hours, this process is more and more complicated and the system becomes less manageable. This paper intends to challenge this operational difficulty through a similarity model to reveal the constraint relations and a heuristic pattern recognition method to categorize constraints into controllable constraint groups (CCG). System operators only take care of a dominant constraint in each CCG using controllable units instead of them all. This will make system much more manageable during peak hours, therefore, will increase effectiveness and efficiency of system operations.
Keywords :
energy management systems; load dispatching; pattern recognition; power markets; power system management; power system security; power transmission economics; EMS; RTO dispatchers; UDS; constraint similarity; controllable-constraint group; energy demand; energy management system; heuristic pattern recognition method; least-cost security-constrained economic dispatch program; manual redispatch process; operational difficulty; pattern recognition; peak hours; real-time constraint management approach; real-time energy market; regional transmission organization dispatchers; transmission constraint information; transmission security constraint; transmission violation; unit dispatch system; Controllability; Entropy; Indexes; Organizations; Pattern recognition; Random variables; Real-time systems; Common constraints; controllability index $(CI)$ ; controllable constraint group $(CCG)$; dominant constraint $(DC)$; fighting constraints; regional transmission organization $(RTO)$; relational matrix; similarity index $(SI)$; similarity matrix; unit dispatch system $(UDS)$ ;
fLanguage :
English
Journal_Title :
Smart Grid, IEEE Transactions on
Publisher :
ieee
ISSN :
1949-3053
Type :
jour
DOI :
10.1109/TSG.2012.2233766
Filename :
6665060
Link To Document :
بازگشت