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
Distributed Control Strategies for Microgrids: An Overview
Enrique Espina,Jacqueline Llanos,Claudio Burgos-Mellado,Roberto Cardenas-Dobson,Manuel Martinez-Gomez,Doris Saez +5 more
TL;DR: An overview of the state-of-the-art of distributed cooperative control systems for isolated microgrids is presented and Protocols for cooperative control such as linear consensus, heterogeneous consensus and finite-time consensus are discussed and reviewed.
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TL;DR: This article aims to provide a comprehensive survey of distributed control and communication strategies in NMGs and advances in several promising communication and computation technologies and their potential applications in N MGs.
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Role of optimization techniques in microgrid energy management systems—A review
Gokul Sidarth Thirunavukkarasu,Mehdi Seyedmahmoudian,Elmira Jamei,Ben Horan,Saad Mekhilef,Alex Stojcevski +5 more
TL;DR: In this article , a state-of-the-art systematic review of the different optimization techniques used to address the energy management problems in micro-grids is presented, particularly focusing on forecasting, demand management, economic dispatch and unit commitment.
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On the resilience of modern power systems: A comprehensive review from the cyber-physical perspective
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TL;DR: A novel consensus based algorithm to solve EDP in a distributed fashion, where the quadratic cost functions are adopted in the problem formulation, and the strongly connected communication topology is used for the information exchange.
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