Journal Article10.1109/TSG.2018.2833108
Distributed Consensus Based Algorithm for Economic Dispatch in a Microgrid
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TL;DR: Using multi-parameter perturbation theory and graph theory, the convergence of the algorithm is proved and it is obtained that the algorithm converges to the optimal solution at a rate governed by the second largest eigenvalue of the system matrix.
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Abstract: Economic dispatch problem (EDP) is a fundamental optimization problem of power systems. With the penetration of renewable energy sources in microgrids, this paper proposes a distributed algorithm based on consensus theory to solve the EDP with a quadratic cost function. The method takes advantage of the fact that incremental costs need to be equal for all buses at optimal output power values. Thus, the incremental cost of each bus is selected as a consensus variable and the local mismatch between total demand and generation is assigned as a feedback variable to meet demand constraints. Unlike the existing related works, the feedback gains for the feedback variables are different and time-varying. Using multi-parameter perturbation theory and graph theory, the convergence of the algorithm is proved. Furthermore, the upper bounds of the feedback gains are given theoretically, and we obtain that the algorithm converges to the optimal solution at a rate governed by the second largest eigenvalue of the system matrix. Meanwhile, the algorithm is a fully distributed algorithm without a leader or a virtual command node. The simulation results illustrate the effectiveness of the algorithm even though there is a demand change and generator damage. Some simulation results intuitively illustrate how the convergence speed changes with the feedback gains.
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Citations
Consensus Algorithm-Based Distributed Operation of Microgrids During Grid-Connected and Islanded Modes
TL;DR: Simulation results have proved the effectiveness of the proposed method for realizing distributed operation for microgrids in both grid-connected and islanded modes, and a modified cost function for the battery is proposed in this study.
Differential Privacy Energy Management for Islanded Microgrids With Distributed Consensus-Based ADMM Algorithm
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TL;DR: In this article , a distributed consensus-based alternating direction method of multipliers (ADMM) algorithm and differential privacy scheme is proposed to solve the privacy leakage problem in distributed energy management.
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Distributed Consensus-Based Coordination of Flexible Demand and Energy Storage Resources
TL;DR: It is demonstrated that state-of-the-art algorithms fail to converge when these time-coupling characteristics are considered and a novel consensus-based algorithm is proposed which includes additional consensus variables to address this fundamental limitation.
Stochastic gradient-push for economic dispatch on time-varying directed networks with delays
TL;DR: It is shown that the proposed algorithm can be ensured to solve the EDP when the time-varying directed communication networks are uniformly jointly strongly connected.
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Droop-based consensus control scheme for economic dispatch in islanded microgrids
TL;DR: Several simulations show an excellent performance of the proposed DCCS against sudden load and source changes, and the ability to maintain the steady operation even with communication failure, which can efficiently reduce the communication burden compared with the existing consensus-based algorithms implemented in an undirected manner.
15
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