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Erschienen in: Soft Computing 14/2020

25.11.2019 | Methodologies and Application

Solving energy management of renewable integrated microgrid systems using crow search algorithm

verfasst von: Bishwajit Dey, Biplab Bhattacharyya, Apoorv Srivastava, Kumar Shivam

Erschienen in: Soft Computing | Ausgabe 14/2020

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Abstract

This paper aims to percolate energy management of microgrid systems by minimizing the generation cost of the same. Energy management of microgrid refers to the optimal sizing and scheduling of the distributed energy resources to reduce the generation cost and pollutant emission. A recently developed crow search algorithm (CSA) is implemented to execute the optimization. The proposed CSA imitates the crows’ memory and tactics of hiding and chasing their food. Six renewable integrated microgrid test systems and a total of eighteen different cases are considered for this study. Various practical complexities such as valve point loading effect, combined economic–emission dispatch using price penalty factor method, modeling of the renewable energy sources and energy storage systems are taken into consideration for energy management of the microgrid systems. Results obtained are then compared to a number of different soft computing techniques such as genetic algorithm and particle swarm optimization and the likes to justify the effectiveness of the proposed algorithm. A statistical analysis, viz. Wilcoxon signed-rank test, is performed to prove the superiority of the proposed approach over the various other optimization techniques used in the paper.

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Metadaten
Titel
Solving energy management of renewable integrated microgrid systems using crow search algorithm
verfasst von
Bishwajit Dey
Biplab Bhattacharyya
Apoorv Srivastava
Kumar Shivam
Publikationsdatum
25.11.2019
Verlag
Springer Berlin Heidelberg
Erschienen in
Soft Computing / Ausgabe 14/2020
Print ISSN: 1432-7643
Elektronische ISSN: 1433-7479
DOI
https://doi.org/10.1007/s00500-019-04553-8

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