Código QR (código de barras bidimensional)

Gas concentration prediction based on SSA algorithm with CNN-BiLSTM-attention

Abstract Accurate prediction of coal mine gas concentration is a crucial prerequisite for preventing gas exceed and disasters. However, the existing methods still suffer from issues such as low data utilization, difficulty in effectively integrating multivariate nonlinear spatiotemporal features, an...

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Principais autores: Wenjing Xing, Yanguo Yang, Yanxin Zhang, Yong Yang
Format: Artigo
Sprog:Inglês
Udgivet: Nature Portfolio 2025-10-01
Serier:Scientific Reports
Fag:
Gas concentration
Concentration prediction
Deep learning
Attention mechanism
Sparrow optimization algorithm
Online adgang:https://doi.org/10.1038/s41598-025-15838-4
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