On Mixed-Integer Programming Formulations for the Unit Commitment Problem

被引:67
|
作者
Knueven, Bernard [1 ]
Ostrowski, James [2 ]
Watson, Jean-Paul [3 ]
机构
[1] Sandia Natl Labs, Discrete Math & Optimizat, Albuquerque, NM 87185 USA
[2] Univ Tennessee, Ind & Syst Engn, Knoxville, TN 37996 USA
[3] Sandia Natl Labs, Data Sci & Cyber Analyt, Livermore, CA 94551 USA
关键词
unit commitment; mixed-integer programming; mathematical programming formulations; START-UP; THERMAL UNIT;
D O I
10.1287/ijoc.2019.0944
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
We provide a comprehensive overview of mixed-integer programming formulations for the unit commitment (UC) problem. UC formulations have been an especially active area of research over the past 12 years due to their practical importance in power grid operations, and this paper serves as a capstone for this line of work. We additionally provide publicly available reference implementations of all formulations examined. We computationally test existing and novel UC formulations on a suite of instances drawn from both academic and real-world data sources. Driven by our computational experience from this and previous work, we contribute some additional formulations for both generator production upper bounds and piecewise linear production costs. By composing new UC formulations using existing components found in the literature and new components introduced in this paper, we demonstrate that performance can be significantly improved-and in the process, we identify a new state-of-the-art UC formulation.
引用
收藏
页码:857 / 876
页数:20
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