DocumentCode
66632
Title
Equivalent Relaxations of Optimal Power Flow
Author
Bose, Subhonmesh ; Low, Steven H. ; Teeraratkul, Thanchanok ; Hassibi, Babak
Author_Institution
Electr. Eng. Dept., California Inst. of Technol., Pasadena, CA, USA
Volume
60
Issue
3
fYear
2015
fDate
Mar-15
Firstpage
729
Lastpage
742
Abstract
Several convex relaxations of the optimal power flow (OPF) problem have recently been developed using both bus injection models and branch flow models. In this paper, we prove relations among three convex relaxations: a semidefinite relaxation that computes a full matrix, a chordal relaxation based on a chordal extension of the network graph, and a second-order cone relaxation that computes the smallest partial matrix. We prove a bijection between the feasible sets of the OPF in the bus injection model and the branch flow model, establishing the equivalence of these two models and their second-order cone relaxations. Our results imply that, for radial networks, all these relaxations are equivalent and one should always solve the second-order cone relaxation. For mesh networks, the semidefinite relaxation and the chordal relaxation are equally tight and both are strictly tighter than the second-order cone relaxation. Therefore, for mesh networks, one should either solve the chordal relaxation or the SOCP relaxation, trading off tightness and the required computational effort. Simulations are used to illustrate these results.
Keywords
convex programming; load flow; matrix algebra; network theory (graphs); OPF convex relaxation; SOCP; branch flow model; bus injection model; chordal relaxation; full matrix; optimal power flow equivalent relaxation; radial network graph chordal extension; second-order cone relaxation; semidefinite relaxation; smallest partial matrix; Biological system modeling; Computational modeling; Load modeling; Mathematical model; Mesh networks; Optimization; Polynomials; Optimal power flow (OPF); semidefinite program (SDP);
fLanguage
English
Journal_Title
Automatic Control, IEEE Transactions on
Publisher
ieee
ISSN
0018-9286
Type
jour
DOI
10.1109/TAC.2014.2357112
Filename
6897933
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