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A State Transition MIP Formulation for the Unit Commitment Problem.

Authors :
Atakan, Semih
Lulli, Guglielmo
Sen, Suvrajeet
Source :
IEEE Transactions on Power Systems. Jan2018, Vol. 33 Issue 1, p736-748. 13p.
Publication Year :
2018

Abstract

In this paper, we present the state-transition formulation for the unit commitment (UC) problem. This formulation uses new decision variables that capture the state transitions of the generators, instead of their on/off statuses. We show that this new approach produces a formulation which naturally includes valid inequalities, commonly used to strengthen other formulations. We demonstrate the performance of the state-transition formulation and observe that it leads to improved solution times especially in longer time-horizon instances. As an important consequence, the new formulation allows us to solve realistic instances in less than 12 minutes on an ordinary desktop PC, leading to a speed-up of a factor of almost two, in comparison to the nearest contender. Finally, we demonstrate the value of considering longer planning horizons in UC problems. [ABSTRACT FROM PUBLISHER]

Details

Language :
English
ISSN :
08858950
Volume :
33
Issue :
1
Database :
Academic Search Index
Journal :
IEEE Transactions on Power Systems
Publication Type :
Academic Journal
Accession number :
126964079
Full Text :
https://doi.org/10.1109/TPWRS.2017.2695964