Research and development of comprehensive capability assessment models for modern smart distribution grids

Qixiang Wang; Zhentao Han; Yi Liang; Zhuoran Song; Xiaoyi Huang; Zixin Zhang

doi:10.1117/12.3031124

19 July 2024 Research and development of comprehensive capability assessment models for modern smart distribution grids

Qixiang Wang, Zhentao Han, Yi Liang, Zhuoran Song, Xiaoyi Huang, Zixin Zhang

Proceedings Volume 13181, Third International Conference on Electronic Information Engineering, Big Data, and Computer Technology (EIBDCT 2024); 131813W (2024) https://doi.org/10.1117/12.3031124
Event: Third International Conference on Electronic Information Engineering, Big Data, and Computer Technology (EIBDCT 2024), 2024, Beijing, China

Abstract

With the accelerated process of Chinese-style modernization and the establishment of a new energy system, the requirements for the construction of a modern intelligent power distribution network are constantly improving. For the comprehensive assessment of the distribution network, the self-attention algorithm can fully take into account the correlation between various indicators in the face of the huge and complex distribution network, so as to carry out the comprehensive assessment in a more comprehensive and efficient way. Therefore, this paper proposes a fuzzy comprehensive evaluation method based on self-attention mechanism. Firstly, the indicator system is established, the attention weights of all indicators are calculated by the self-attention algorithm, and then the assessment results are derived by combining the relevant regional data through the fuzzy comprehensive evaluation method. The experimental results show that the adopted evaluation method can efficiently and comprehensively derive the evaluation results, and at the same time has good training stability and flexibility.

(2024) Published by SPIE. Downloading of the abstract is permitted for personal use only.

Citation Download Citation

Qixiang Wang, Zhentao Han, Yi Liang, Zhuoran Song, Xiaoyi Huang, and Zixin Zhang "Research and development of comprehensive capability assessment models for modern smart distribution grids", Proc. SPIE 13181, Third International Conference on Electronic Information Engineering, Big Data, and Computer Technology (EIBDCT 2024), 131813W (19 July 2024); https://doi.org/10.1117/12.3031124

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KEYWORDS

Matrices

Mathematical modeling

Reliability

Power supplies

Fuzzy logic

Power grids

Data modeling

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