Application of the Moment-SOS Approach to Global Optimization of the OPF Problem

被引:70
作者
Josz, Cedric [1 ,2 ,3 ]
Maeght, Jean [2 ]
Panciatici, Patrick [2 ]
Gilbert, Jean Charles [3 ]
机构
[1] Univ Paris 06, Dept Appl Math, F-75005 Paris, France
[2] French Transmiss Syst Operator Reseau Transport E, F-78000 Versailles, France
[3] Res Inst INRIA Paris Rocquencourt, F-78153 Le Chesnay, France
关键词
Global optimization; moment/sum-of-squares approach; optimal power flow; polynomial optimization; semidefinite programming; SEMIDEFINITE; RELAXATIONS;
D O I
10.1109/TPWRS.2014.2320819
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
Finding a global solution to the optimal power flow (OPF) problem is difficult due to its nonconvexity. A convex relaxation in the form of semidefinite programming (SDP) has attracted much attention lately as it yields a global solution in several practical cases. However, it does not in all cases, and such cases have been documented in recent publications. This paper presents another SDP method known as the moment-sos (sum of squares) approach, which generates a sequence that converges towards a global solution to the OPF problem at the cost of higher runtime. Our finding is that in the small examples where the previously studied SDP method fails, this approach finds the global solution. The higher cost in runtime is due to an increase in the matrix size of the SDP problem, which can vary from one instance to another. Numerical experiment shows that the size is very often a quadratic function of the number of buses in the network, whereas it is a linear function of the number of buses in the case of the previously studied SDP method.
引用
收藏
页码:463 / 470
页数:8
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