Equivalent modeling and simulation of cascading dynamics via neural network algorithm for A Microgrid Network

Due to the complex structure of microgrids, there is currently a lack of an orderly modeling framework. This article proposes a dynamic equivalent modeling method for microgrids based on cascaded neural network models. Clustering the physical network of microgrids based on prior knowledge, and proposing a dynamic equivalent modeling method for each group using neural networks. The effectiveness of the method is verified through simulation using a 10-node microgrid clusters as the object.

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Publication Details

Published
2024-11-01
DOI
https://doi.org/10.1109/icei63732.2024.10917090
Primary Topic
Smart Grid Security and Resilience
Type
article
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article

Equivalent modeling and simulation of cascading dynamics via neural network algorithm for A Microgrid Network

Xingyuan Chen, Yang Hu, Zhentao Shi, Zhao Jingwei et al.
Smart Grid Security and Resilience
article

Equivalent modeling and simulation of cascading dynamics via neural network algorithm for A Microgrid Network

Xingyuan Chen, Yang Hu, Zhentao Shi, Zhao Jingwei, Chen Zuo, Han Yang
article en

Abstract

Due to the complex structure of microgrids, there is currently a lack of an orderly modeling framework. This article proposes a dynamic equivalent modeling method for microgrids based on cascaded neural network models. Clustering the physical network of microgrids based on prior knowledge, and proposing a dynamic equivalent modeling method for each group using neural networks. The effectiveness of the method is verified through simulation using a 10-node microgrid clusters as the object.

North China Electric Power University (CN)
Openalex Percentile: Top 65%
Smart Grid Security and Resilience
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