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Journal ArticleDOI

Power Flow Optimization for Smart Microgrids by SDP Relaxation on Linear Networks

Tomaso Erseghe, +1 more
- 01 Jan 2013 - 
- Vol. 4, Iss: 2, pp 751-762
TLDR
A solution to the optimization problem having a significantly reduced complexity with respect to existing techniques is provided and numerical results show the merits of the proposed approach for typical smart microgrid scenarios.
Abstract
In a smart microgrid currents injected by distributed energy resources (DERs) and by the point of common coupling can be adapted to minimize the energy cost. Design and quality constraints usually make the problem grow fast with the number of nodes in the network. In this paper we provide a solution to the optimization problem having a significantly reduced complexity with respect to existing techniques. The efficiency of the proposed solution stems by modeling the smart microgrid as a linear network where loads are approximated as impedances. This simplification allows avoiding explicit use of power flow equations, and having a number of equation proportional to the number of DERs rather than to the total number of nodes (loads and DERs). The optimal power flow problem is then solved by a semidefinite programming (SDP) relaxation, which provides the initial point for the search of a feasible solution by a sequential convex programming procedure based on a local linear approximation of non-convex constraints. Numerical results show the merits of the proposed approach for typical smart microgrid scenarios.

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Citations
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Zero Duality Gap in Optimal Power Flow Problem

TL;DR: In this article, a necessary and sufficient condition is provided to guarantee the existence of no duality gap for the optimal power flow problem, which is the dual of an equivalent form of the OPF problem.
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A review of optimal power flow studies applied to smart grids and microgrids

TL;DR: In this article, the main OPF approaches are compared in terms of their objective functions, constraints, and methodologies, and some basic challenges arising from the new OPF methodologies in smart grids are addressed.
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Operational Strategy Optimization in an Optimal Sized Smart Microgrid

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Optimal operation of hybrid AC/DC microgrids under uncertainty of renewable energy resources: A comprehensive review

TL;DR: A comprehensive review of the fundamentals of hybrid AC/DC microgrids and describes their components, including operational zones, control and optimization methods, power flow calculations in the presence of uncertainties related to renewable energy sources.
References
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TL;DR: A comprehensive description of the primal-dual interior-point algorithm with a filter line-search method for nonlinear programming is provided, including the feasibility restoration phase for the filter method, second-order corrections, and inertia correction of the KKT matrix.
Journal ArticleDOI

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Journal ArticleDOI

Semidefinite Relaxation of Quadratic Optimization Problems

TL;DR: This article has provided general, comprehensive coverage of the SDR technique, from its practical deployments and scope of applicability to key theoretical results, and showcased several representative applications, namely MIMO detection, B¿ shimming in MRI, and sensor network localization.
Journal ArticleDOI

Optimal Power Flow Solutions

TL;DR: A practical method is given for solving the power flow problem with control variables such as real and reactive power and transformer ratios automatically adjusted to minimize instantaneous costs or losses by Newton's method, a gradient adjustment algorithm for obtaining the minimum and penalty functions to account for dependent constraints.
Journal ArticleDOI

Zero Duality Gap in Optimal Power Flow Problem

TL;DR: In this article, a necessary and sufficient condition is provided to guarantee the existence of no duality gap for the optimal power flow problem, which is the dual of an equivalent form of the OPF problem.
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