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Optimal_Sizing_of_an_Islanded_Micro-Grid_Using_Meta-Heuristic_Optimization_Algorithms_Considering_Demand-Side_Management.pdf (603.72 kB)

Optimal sizing of an islanded micro-grid using meta-heuristic optimization algorithms considering demand-side management

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posted on 2023-02-08, 03:48 authored by Soheil Mohseni, Alan BrentAlan Brent, Daniel BurmesterDaniel Burmester, Abhi Chatterjee
This paper proposes a novel modeling approach for optimal sizing of the components of an islanded micro-grid subject to satisfying a reliability index for meeting the loads. The proposed micro-grid incorporates photovoltaic arrays, wind turbines, a battery bank, an inverter, and an electric vehicle (EV) charging station. A demand-side management mechanism based on a deferrable load program is implemented and a model reduction technique is also utilized to mitigate the computational cost. Three different optimization algorithms, namely the whale optimization algorithm (WOA), particle swarm optimization (PSO), and the genetic algorithm (GA) are considered in this study to minimize the total cost of the system. The simulation studies have shown that although the WOA reduces the computational burden and requires much lower iterations compared with PSO and GA, it converges to sub-optimal solutions; therefore, it is not a good option for micro-grid planning purposes. Moreover, the results demonstrate that by charging coordination of EVs and deferring a pre-determined portion of the residential loads, overloading can be avoided and available components can be utilized better, which in turn reduces the sizes of the components and total cost of the system.

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Preferred citation

Mohseni, S., Brent, A., Burmester, D. & Chatterjee, A. (2018, November). Optimal sizing of an islanded micro-grid using meta-heuristic optimization algorithms considering demand-side management. In Australasian Universities Power Engineering Conference, AUPEC 2018 2018 Australasian Universities Power Engineering Conference (AUPEC) (00 pp. 1-6). IEEE. https://doi.org/10.1109/AUPEC.2018.8757882

Conference name

2018 Australasian Universities Power Engineering Conference (AUPEC)

Conference start date

2018-11-27

Conference finish date

2018-11-30

Title of proceedings

Australasian Universities Power Engineering Conference, AUPEC 2018

Volume

00

Publication or Presentation Year

2018-11-01

Pagination

1-6

Publisher

IEEE

Publication status

Published

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