A three-dimensional dynamic modeling method for substation GIS equipment based on improved Res-BiGRU model

Chunxi Zhang; Xingzhi Chang; Jiaqi Chang; Haifeng Li; Limin Zhang; Jin Xu; Jing Liu

doi:10.1117/12.3030234

5 June 2024 A three-dimensional dynamic modeling method for substation GIS equipment based on improved Res-BiGRU model

Chunxi Zhang, Xingzhi Chang, Jiaqi Chang, Haifeng Li, Limin Zhang, Jin Xu, Jing Liu

Proceedings Volume 13163, Fourth International Conference on Mechanical, Electronics, and Electrical and Automation Control (METMS 2024); 1316340 (2024) https://doi.org/10.1117/12.3030234
Event: International Conference on Mechanical, Electronics, and Electrical and Automation Control (METMS 2024), 2024, Xi'an, China

Abstract

In order to solve the problems of white noise generated by data updates caused by dynamic changes in substation equipment and difficulty in identifying GIS equipment signals, a three-dimensional dynamic modeling method for substation GIS equipment based on an improved Res BiGRU model is proposed. The waveform image of the white noise signal is reconstructed by improving the depth residual network. Improved Bidirectional gated cyclic unit structure (BiGRUa), based on improved Res-BiGRU neural network, recognition GIS device signal recognition. Based on this, the 3D dynamic model of power transformation GIS equipment is established by 3D MAXS software, and the color of the 3D dynamic model of power transformation GIS equipment is processed by IHS algorithm to adjust the brightness, hue and saturation of the appearance of the 3D dynamic visual model of power transformation GIS equipment. The experimental results show that: The research method can get better modeling results. At different time, the proposed method can effectively simulate and visually detect the state of the GIS equipment, and the relative disturbance of the proposed method is lowest.

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

Citation Download Citation

Chunxi Zhang, Xingzhi Chang, Jiaqi Chang, Haifeng Li, Limin Zhang, Jin Xu, and Jing Liu "A three-dimensional dynamic modeling method for substation GIS equipment based on improved Res-BiGRU model", Proc. SPIE 13163, Fourth International Conference on Mechanical, Electronics, and Electrical and Automation Control (METMS 2024), 1316340 (5 June 2024); https://doi.org/10.1117/12.3030234

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KEYWORDS

3D modeling

Geographic information systems

Instrument modeling

Modeling

Data modeling

Transformers

RGB color model

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