DocumentCode
3665524
Title
Modeling transmission line constraints in two-stage robust unit commitment problem
Author
Changhyeok Lee; Cong Liu;Sanjay Mehrotra;Mohammad Shahidehpour
Author_Institution
Energy Systems Division, Argonne National Laboratory, USA
fYear
2015
fDate
7/1/2015 12:00:00 AM
Firstpage
1
Lastpage
1
Abstract
Summary form only given. Integration of renewable energy sources and demand response poses new challenges to system operators as they increase the uncertainty of the power supply and demand. Recently, robust optimization techniques are applied to the unit commitment problem with uncertainty as an alternative to the stochastic programming approaches. However, it remains challenging to solve the robust unit commitment model with full transmission line constraints. In this paper, we propose novel acceleration techniques for solving two-stage robust unit commitment problem with consideration of full transmission line constraints. We use 1) the cutting-plane algorithm for the master problem, which dynamically includes critical transmission line constraints, and 2) column-generation methods, including the branch-and-price-and-cut algorithm and heuristic approaches, for the subproblems, which add only necessary transmission line dual variables on the fly. Computational results for the modified IEEE 118-bus system show that the combination of the cutting-plane algorithm and the heuristic column-generation approach greatly reduces the total solution time of the two-stage robust unit commitment problem.
Keywords
"Power transmission lines","Robustness","Heuristic algorithms","Uncertainty","Renewable energy sources","Load management","Power supplies"
Publisher
ieee
Conference_Titel
Power & Energy Society General Meeting, 2015 IEEE
ISSN
1932-5517
Type
conf
DOI
10.1109/PESGM.2015.7285975
Filename
7285975
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