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
Incremental Cost Consensus Algorithm for On/Off Loads to Enhance the Frequency Response of the Power System
TL;DR: A distributed consensus-based control strategy is proposed for the economic load dispatch in the frequency regulation of flexible loads, and the Incremental Cost Consensus algorithm is proposed in the load control.
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Distributed Consensus-Based Coordination of Flexible Demand and Energy Storage Resources
Jing Li,Yujian Ye,Dimitrios Papadaskalopoulos,G. Strbac +3 more
TL;DR: Distributed consensus-based algorithms fail to capture time-coupling characteristics of flexible demand and energy storage resources. A novel algorithm is proposed to address this limitation by introducing additional consensus variables to effectively mitigate the concentration of responses and steer the consensual outcome to a feasible and optimal solution.
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Multiagent-Based Distributed Coordination of Inverter-Based Resources for Optimal Operation of Microgrids Considering Communication Failures
TL;DR: In this paper , a distributed coordination of inverter-based resources, to optimize the operational cost of a microgrid system is proposed, where the primary controller is responsible for the frequency and voltage regulations and the secondary controller is implemented in a diffusion-based distributed control scheme, for optimal microgrid management.
Economic Operation of Utility-Connected Microgrids in a Fast and Flexible Framework Considering Non-Dispatchable Energy Sources
TL;DR: In this article , a modified consensus-based real-time optimization framework for utility-connected and islanded microgrids scheduling in normal conditions and under cyberattacks is introduced, where the exchange of power with the utility is modeled, and the operation of the microgrid energy resources is optimized to minimize the total energy cost.
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