Title :
A Distributed Control Strategy for Reactive Power Compensation in Smart Microgrids
Author :
Bolognani, Saverio ; Zampieri, Sandro
Author_Institution :
Lab. on Inf. & Decision Syst., Massachusetts Inst. of Technol., Cambridge, MA, USA
Abstract :
We consider the problem of optimal reactive power compensation for the minimization of power distribution losses in a smart microgrid. We first propose an approximate model for the power distribution network, which allows us to cast the problem into the class of convex quadratic, linearly constrained, optimization problems. We then consider the specific problem of commanding the microgenerators connected to a microgrid, in order to achieve the optimal injection of reactive power. For this task, we design a randomized, leader-less, gossip-like optimization algorithm. We show how a distributed approach is possible, where microgenerators need to have only a partial knowledge of the problem parameters and of the state, and can perform only local measurements. For the proposed algorithm, we provide conditions for convergence together with an analytic characterization of the convergence speed. The analysis shows that, in radial networks, the best performance is achieved when we command cooperation among microgenerators that are neighbors in the electric topology. Numerical simulations are included to validate both the proposed model and the analytic results about the performance of the proposed algorithm.
Keywords :
convergence; convex programming; distributed control; distributed power generation; distribution networks; optimal control; power generation control; quadratic programming; reactive power control; smart power grids; analytic convergence speed characterization; convergence together; convex quadratic linearly constrained optimization problem; distributed approach; distributed control strategy; electric topology; microgenerator cooperation; numerical simulation; optimal reactive power compensation; power distribution loss minimization; power distribution network; radial network; randomized leader-less gossip-like optimization algorithm; smart microgrids; Algorithm design and analysis; Mathematical model; Microgrids; Optimization; Reactive power; Vectors; Distributed optimization; microgrids; networked control systems; power system modeling; reactive power control;
Journal_Title :
Automatic Control, IEEE Transactions on
DOI :
10.1109/TAC.2013.2270317