DocumentCode :
45645
Title :
Tight Relaxation Method for Unit Commitment Problem Using Reformulation and Lift-and-Project
Author :
Linfeng Yang ; Jinbao Jian ; Yunan Zhu ; Zhaoyang Dong
Author_Institution :
Sch. of Comput. Electron. & Inf., Guangxi Univ., Nanning, China
Volume :
30
Issue :
1
fYear :
2015
fDate :
Jan. 2015
Firstpage :
13
Lastpage :
23
Abstract :
This paper presents a novel method to solve the unit commitment (UC) problem by solving a sequence of increasingly tight continuous relaxations based on the techniques of reformulation and lift-and-project (L&P). After projecting the power output of unit onto [0, 1], the continuous relaxation of the UC problem can be tightened with the reformulation techniques. Then, a tighter model which is called L&P-TMIP is established by strengthening the continuous relaxation of the feasible region of the tight UC problem iteratively using L&P. High-quality suboptimal solutions can be obtained from the solutions of the relaxation for this tight model. The simulation results for realistic instances that range in size from 10 to 200 units over a scheduling period of 24 h show that the proposed tight relaxation method is competitive with general-purpose mixed integer programming solvers based methods for large-scale UC problems due to the excellent performance and the good quality of the solutions it generates.
Keywords :
cost reduction; integer programming; iterative methods; power generation dispatch; power generation economics; power generation scheduling; L&P-TMIP; general-purpose mixed integer programming solvers; lift-and-project technique; reformulation technique; tight UC problem; tight continuous relaxation method; total operation cost minimization; unit commitment problem; Linear programming; Programming; Relaxation methods; Simulation; Spinning; Time factors; Vectors; Lift-and-project; reformulation; relaxation; tightness; unit commitment;
fLanguage :
English
Journal_Title :
Power Systems, IEEE Transactions on
Publisher :
ieee
ISSN :
0885-8950
Type :
jour
DOI :
10.1109/TPWRS.2014.2326920
Filename :
6828807
Link To Document :
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