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
A Novel Distributed Consensus-Based Approach to Solve the Economic Dispatch Problem Incorporating the Valve-Point Effect and Solar Energy Sources
Muhammad Moin,Waqas Ahmed,Muhammad Rehan,Muhammad Kashif Iqbal,Nasim Ullah,Kamran Zeb,Waqar Uddin +6 more
TL;DR: In this paper , a distributed consensus approach is presented for the optimal economic dispatch under a complex valve-point effect by accounting for solar energy in addition to conventional power plants, and the convergence of the proposed updation law was proved analytically using Lyapunov stability and graph theory.
ET-PDA: An event-triggered parameter distributed accelerated algorithm for economic dispatch problems
Bingxue Luo,Qingguo Lü,Xiaofeng Liao +2 more
TL;DR: This paper proposes ET-PDA, an event-triggered distributed algorithm for economic dispatch problems in smart grids, achieving accelerated convergence and improved communication efficiency while preventing Zeno-like behavior and ensuring linear convergence under certain conditions.
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TL;DR: A new control strategy, named enhanced consensus-based distributed control, is proposed, which introduces the consensus distribute protocol and the band-pass filter (BPF) into the typical hierarchical control.
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